{ "cells": [ { "attachments": { "win.png": { "image/png": "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" } }, "cell_type": "markdown", "id": "62ddb3ae", "metadata": {}, "source": [ "# FUNPACK overview\n", "\n", "\n", "![win logo](attachment:win.png)\n", "\n", "\n", "> **Note:** If you have FUNPACK installed, you can start an interactive\n", "> version of this page by running `fmrib_unpack_demo`.\n", "\n", "\n", "FUNPACK is a command-line program which you can use to extract data from UK\n", "BioBank (and other tabular) data. You can run FUNPACK by calling the\n", "`fmrib_unpack` command.\n", "\n", "\n", "You can give FUNPACK one or more input files (e.g. `.csv`, `.tsv`), and it\n", "will merge them together, perform some preprocessing, and produce a single\n", "output file.\n", "\n", "\n", "A large number of rules are built into FUNPACK which are specific to the UK\n", "BioBank data set. But you can control and customise everything that FUNPACK\n", "does to your data, including which rows and columns to extract, and which\n", "cleaning/processing steps to perform on each column.\n", "\n", "\n", "**Important** The examples in this notebook assume that you have installed\n", "FUNPACK 3.8.1 or newer.\n", "\n", "\n", "> **Note:** The `fmrib_unpack` command was called `funpack` in older versions\n", "> of FUNPACK, but was changed to `fmrib_unpack` in 3.0.0 to avoid a naming\n", "> conflict with an [unrelated software\n", "> package](https://heasarc.gsfc.nasa.gov/fitsio/)." ] }, { "cell_type": "code", "execution_count": 1, "id": "ee5f8e74", "metadata": { "execution": { "iopub.execute_input": "2024-05-15T13:33:30.875699Z", "iopub.status.busy": "2024-05-15T13:33:30.875380Z", "iopub.status.idle": "2024-05-15T13:33:31.621988Z", "shell.execute_reply": "2024-05-15T13:33:31.621015Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "funpack 3.8.1\n" ] } ], "source": [ "fmrib_unpack -V" ] }, { "cell_type": "markdown", "id": "73b2a868", "metadata": {}, "source": [ "> **Note:** If the above command produces a `NameError`, you may need to\n", "> change the Jupyter Notebook kernel type to **Bash** - you can do so via the\n", "> **Kernel -> Change Kernel** menu option.\n", "\n", "\n", "## Contents\n", "\n", "\n", "1. [Overview](#Overview)\n", "2. [Examples](#Examples)\n", "3. [Import examples](#Import-examples)\n", "4. [Cleaning examples](#Cleaning-examples)\n", "5. [Processing examples](#Processing-examples)\n", "6. [Custom cleaning, processing and loading - funpack plugins](#Custom-cleaning,-processing-and-loading-funpack---plugins)\n", "7. [Miscellaneous topics](#Miscellaneous-topics)\n", "\n", "\n", "## Overview\n", "\n", "\n", "FUNPACK performs the following steps:\n", "\n", "\n", "### 1. Import\n", "\n", "\n", "All data files are loaded in, unwanted columns and subjects are dropped, and\n", "the data files are merged into a single table (a.k.a. data frame). Multiple\n", "files can be merged according to an index column (e.g. subject ID). Or, if the\n", "input files contain the same columns/subjects, they can be naively\n", "concatenated along rows or columns.\n", "\n", "\n", "> _Note:_ FUNPACK refers to UK Biobank **Data fields** as **variables**. The\n", "> two terms can be considered equivalent.\n", "\n", "\n", "### 2. Cleaning\n", "\n", "\n", "The following cleaning steps are applied to each column:\n", "\n", "1. **NA value replacement:** Specific values for some columns are replaced\n", " with NA, for example, variables where a value of `-1` indicates *Do not\n", " know*.\n", "\n", "\n", "2. **Variable-specific cleaning functions:** Certain columns are\n", " re-formatted; for example, the [ICD10](https://en.wikipedia.org/wiki/ICD-10)\n", " disease codes can be converted to integer representations.\n", "\n", "\n", "3. **Categorical recoding:** Certain categorical columns are re-coded.\n", "\n", "\n", "4. **Child value replacement:** NA values within some columns which are\n", " dependent upon other columns may have values inserted based on the values\n", " of their parent columns.\n", "\n", "\n", "### 3. Processing\n", "\n", "\n", "During the processing stage, columns may be removed, merged, or expanded into\n", "additional columns. For example, a categorical column may be expanded into a set\n", "of binary columns, one for each category.\n", "\n", "\n", "A column may also be removed on the basis of being too sparse, or being\n", "redundant with respect to another column.\n", "\n", "\n", "### 4. Export\n", "\n", "\n", "The processed data can be saved as a `.csv`, `.tsv`, or `.hdf5` file.\n", "\n", "\n", "## Examples\n", "\n", "\n", "Throughout these examples, we are going to use a few command line\n", "options, which you will probably **not** normally want to use:\n", "\n", " - We will alias `fmrib_unpack` to `funpack`, to save a little typing.\n", "\n", " - `-ow` (short for `--overwrite`): This tells `fmrib_unpack` not to complain\n", " if the output file already exists.\n", "\n", " - `-nd` (short for `--no_download`): THis tells `fmrib_unpack` to use built-in\n", " copies of the UK BioBank schema files, instead of downloading the latest\n", " versions.\n", "\n", " - `-q` (short for `--quiet`): This tells `fmrib_unpack` to be quiet. Without\n", " the `-q` option, `fmrib_unpack` can be quite verbose, which can be\n", " annoying, but is very useful when things go wrong. A good strategy is to\n", " tell `fmrib_unpack` to produce verbose output using the `--noisy` (`-n` for\n", " short) option, and to send all of its output to a log file with the\n", " `--log_file` (or `-lf`) option. For example:\n", "\n", " > ```\n", " > fmrib_unpack -n -n -n -lf log.txt out.tsv in.tsv\n", " > ```" ] }, { "cell_type": "code", "execution_count": 2, "id": "e8d5f599", "metadata": { "execution": { "iopub.execute_input": "2024-05-15T13:33:31.626333Z", "iopub.status.busy": "2024-05-15T13:33:31.626024Z", "iopub.status.idle": "2024-05-15T13:33:31.730240Z", "shell.execute_reply": "2024-05-15T13:33:31.729286Z" } }, "outputs": [], "source": [ "alias funpack=\"fmrib_unpack -ow -nd -q\"" ] }, { "cell_type": "markdown", "id": "47273c75", "metadata": {}, "source": [ "Here's the first example input data set, with UK BioBank-style column names:" ] }, { "cell_type": "code", "execution_count": 3, "id": "2d6e0a23", "metadata": { "execution": { "iopub.execute_input": "2024-05-15T13:33:31.734368Z", "iopub.status.busy": "2024-05-15T13:33:31.734060Z", "iopub.status.idle": "2024-05-15T13:33:31.842498Z", "shell.execute_reply": "2024-05-15T13:33:31.841542Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "eid\t1-0.0\t2-0.0\t3-0.0\t4-0.0\t5-0.0\t6-0.0\t7-0.0\t8-0.0\t9-0.0\t10-0.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "1\t31\t65\t10\t11\t84\t22\t56\t65\t90\t12\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2\t56\t52\t52\t42\t89\t35\t3\t65\t50\t67\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "3\t45\t84\t20\t84\t93\t36\t96\t62\t48\t59\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "4\t7\t46\t37\t48\t80\t20\t18\t72\t37\t27\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "5\t8\t86\t51\t68\t80\t84\t11\t28\t69\t10\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "6\t6\t29\t85\t59\t7\t46\t14\t60\t73\t80\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "7\t24\t49\t41\t46\t92\t23\t39\t68\t7\t63\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "8\t80\t92\t97\t30\t92\t83\t98\t36\t6\t23\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "9\t84\t59\t89\t79\t16\t12\t95\t73\t2\t62\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "10\t23\t96\t67\t41\t8\t20\t97\t57\t59\t23\n" ] } ], "source": [ "cat data_01.tsv" ] }, { "cell_type": "markdown", "id": "1f8f806c", "metadata": {}, "source": [ "The numbers in each column name typically represent:\n", "\n", "\n", "1. The variable ID\n", "2. The visit, for variables which were collected at multiple points in time.\n", "3. The \"instance\", for multi-valued variables.\n", "\n", "\n", "Note that one **variable** is typically associated with several **columns**,\n", "although we're keeping things simple for this first example - there is only\n", "one visit for each variable, and there are no multi-valued variables.\n", "\n", "\n", "> _Most but not all_ variables in the UK BioBank contain data collected at\n", "> different visits, the times that the participants visited a UK BioBank\n", "> assessment centre. However there are some variables (e.g. [ICD10 diagnosis\n", "> codes](https://biobank.ctsu.ox.ac.uk/crystal/field.cgi?id=41202)) for which\n", "> this is not the case.\n", "\n", "\n", "## Import examples\n", "\n", "\n", "### Selecting variables (columns)\n", "\n", "\n", "You can specify which variables you want to load in the following ways, using\n", "the `--variable` (`-v` for short), `--category` (`-c` for short) and\n", "`--column` (`-co` for short) command line options:\n", "\n", "\n", " * By variable ID\n", " * By variable ranges\n", " * By a text file which contains the IDs you want to keep.\n", " * By pre-defined variable categories\n", " * By column name\n", "\n", "\n", "#### Selecting individual variables\n", "\n", "\n", "Simply provide the IDs of the variables you want to extract:" ] }, { "cell_type": "code", "execution_count": 4, "id": "6866f768", "metadata": { "execution": { "iopub.execute_input": "2024-05-15T13:33:31.846529Z", "iopub.status.busy": "2024-05-15T13:33:31.845940Z", "iopub.status.idle": "2024-05-15T13:33:32.980291Z", "shell.execute_reply": "2024-05-15T13:33:32.979344Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "eid\t1-0.0\t5-0.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "1\t31\t84.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2\t56\t89.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "3\t45\t93.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "4\t7\t80.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "5\t8\t80.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "6\t6\t7.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "7\t24\t92.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "8\t80\t92.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "9\t84\t16.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "10\t23\t8.0\n" ] } ], "source": [ "funpack -v 1 -v 5 out.tsv data_01.tsv\n", "cat out.tsv" ] }, { "cell_type": "markdown", "id": "1ceba5bd", "metadata": {}, "source": [ "#### Selecting variable ranges\n", "\n", "\n", "The `--variable`/`-v` option accepts MATLAB-style ranges of the form\n", "`start:step:stop` (where the `stop` is inclusive):" ] }, { "cell_type": "code", "execution_count": 5, "id": "a0eb5797", "metadata": { "execution": { "iopub.execute_input": "2024-05-15T13:33:32.984861Z", "iopub.status.busy": "2024-05-15T13:33:32.984065Z", "iopub.status.idle": "2024-05-15T13:33:34.035204Z", "shell.execute_reply": "2024-05-15T13:33:34.034232Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "eid\t1-0.0\t4-0.0\t7-0.0\t10-0.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "1\t31\t11.0\t56\t12\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2\t56\t42.0\t3\t67\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "3\t45\t84.0\t96\t59\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "4\t7\t48.0\t18\t27\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "5\t8\t68.0\t11\t10\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "6\t6\t59.0\t14\t80\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "7\t24\t46.0\t39\t63\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "8\t80\t30.0\t98\t23\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "9\t84\t79.0\t95\t62\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "10\t23\t41.0\t97\t23\n" ] } ], "source": [ "funpack -v 1:3:10 out.tsv data_01.tsv\n", "cat out.tsv" ] }, { "cell_type": "markdown", "id": "1c7e987d", "metadata": {}, "source": [ "#### Selecting variables with a file\n", "\n", "\n", "If your variables of interest are listed in a plain-text file, you can simply\n", "pass that file:" ] }, { "cell_type": "code", "execution_count": 6, "id": "72f7af1f", "metadata": { "execution": { "iopub.execute_input": "2024-05-15T13:33:34.038946Z", "iopub.status.busy": "2024-05-15T13:33:34.038646Z", "iopub.status.idle": "2024-05-15T13:33:35.136547Z", "shell.execute_reply": "2024-05-15T13:33:35.135631Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "eid\t1-0.0\t6-0.0\t9-0.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "1\t31\t22.0\t90\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2\t56\t35.0\t50\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "3\t45\t36.0\t48\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "4\t7\t20.0\t37\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "5\t8\t84.0\t69\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "6\t6\t46.0\t73\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "7\t24\t23.0\t7\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "8\t80\t83.0\t6\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "9\t84\t12.0\t2\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "10\t23\t20.0\t59\n" ] } ], "source": [ "echo -e \"1\\n6\\n9\" > vars.txt\n", "funpack -v vars.txt out.tsv data_01.tsv\n", "cat out.tsv" ] }, { "cell_type": "markdown", "id": "0cb8972b", "metadata": {}, "source": [ "#### Selecting variables from pre-defined categories\n", "\n", "\n", "Some UK BioBank-specific categories are\n", "[built into FUNPACK](#Built-in-rules), but you can also define your own\n", "categories - you just need to create a `.tsv` file, and pass it to\n", "FUNPACK via the `--category_file` (`-cf` for short):" ] }, { "cell_type": "code", "execution_count": 7, "id": "fe768875", "metadata": { "execution": { "iopub.execute_input": "2024-05-15T13:33:35.140588Z", "iopub.status.busy": "2024-05-15T13:33:35.140289Z", "iopub.status.idle": "2024-05-15T13:33:35.399824Z", "shell.execute_reply": "2024-05-15T13:33:35.398799Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ID\tCategory\tVariables\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "1\tCool variables\t1:5,7\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2\tUncool variables\t6,8:10\n" ] } ], "source": [ "echo -e \"ID\\tCategory\\tVariables\" > custom_categories.tsv\n", "echo -e \"1\\tCool variables\\t1:5,7\" >> custom_categories.tsv\n", "echo -e \"2\\tUncool variables\\t6,8:10\" >> custom_categories.tsv\n", "cat custom_categories.tsv" ] }, { "cell_type": "markdown", "id": "e2b46d19", "metadata": {}, "source": [ "Use the `--category` (`-c` for short) to select categories to output. You can\n", "refer to categories by their ID:" ] }, { "cell_type": "code", "execution_count": 8, "id": "a8c37f0a", "metadata": { "execution": { "iopub.execute_input": "2024-05-15T13:33:35.404192Z", "iopub.status.busy": "2024-05-15T13:33:35.403439Z", "iopub.status.idle": "2024-05-15T13:33:36.454633Z", "shell.execute_reply": "2024-05-15T13:33:36.453704Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "eid\t1-0.0\t2-0.0\t3-0.0\t4-0.0\t5-0.0\t7-0.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "1\t31\t65\t10.0\t11.0\t84.0\t56\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2\t56\t52\t52.0\t42.0\t89.0\t3\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "3\t45\t84\t20.0\t84.0\t93.0\t96\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "4\t7\t46\t37.0\t48.0\t80.0\t18\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "5\t8\t86\t51.0\t68.0\t80.0\t11\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "6\t6\t29\t85.0\t59.0\t7.0\t14\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "7\t24\t49\t41.0\t46.0\t92.0\t39\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "8\t80\t92\t97.0\t30.0\t92.0\t98\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "9\t84\t59\t89.0\t79.0\t16.0\t95\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "10\t23\t96\t67.0\t41.0\t8.0\t97\n" ] } ], "source": [ "funpack -cf custom_categories.tsv -c 1 out.tsv data_01.tsv\n", "cat out.tsv" ] }, { "cell_type": "markdown", "id": "2cc26142", "metadata": {}, "source": [ "Or by name:" ] }, { "cell_type": "code", "execution_count": 9, "id": "498e65ca", "metadata": { "execution": { "iopub.execute_input": "2024-05-15T13:33:36.459117Z", "iopub.status.busy": "2024-05-15T13:33:36.458148Z", "iopub.status.idle": "2024-05-15T13:33:37.510048Z", "shell.execute_reply": "2024-05-15T13:33:37.509116Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "eid\t6-0.0\t8-0.0\t9-0.0\t10-0.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "1\t22.0\t65\t90\t12\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2\t35.0\t65\t50\t67\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "3\t36.0\t62\t48\t59\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "4\t20.0\t72\t37\t27\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "5\t84.0\t28\t69\t10\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "6\t46.0\t60\t73\t80\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "7\t23.0\t68\t7\t63\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "8\t83.0\t36\t6\t23\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "9\t12.0\t73\t2\t62\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "10\t20.0\t57\t59\t23\n" ] } ], "source": [ "funpack -cf custom_categories.tsv -c uncool out.tsv data_01.tsv\n", "cat out.tsv" ] }, { "cell_type": "markdown", "id": "aab7c3d3", "metadata": {}, "source": [ "#### Selecting column names\n", "\n", "\n", "If you are working with data that has non-UK BioBank style column names, you\n", "can use the `--column` (`-co` for short) to select individual columns by their\n", "name, rather than the variable with which they are associated. The `--column`\n", "option accepts full column names, and also shell-style wildcard patterns:" ] }, { "cell_type": "code", "execution_count": 10, "id": "c8eaeb71", "metadata": { "execution": { "iopub.execute_input": "2024-05-15T13:33:37.513900Z", "iopub.status.busy": "2024-05-15T13:33:37.513607Z", "iopub.status.idle": "2024-05-15T13:33:38.611469Z", "shell.execute_reply": "2024-05-15T13:33:38.610337Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "eid\t4-0.0\t10-0.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "1\t11.0\t12\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2\t42.0\t67\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "3\t84.0\t59\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "4\t48.0\t27\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "5\t68.0\t10\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "6\t59.0\t80\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "7\t46.0\t63\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "8\t30.0\t23\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "9\t79.0\t62\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "10\t41.0\t23\n" ] } ], "source": [ "funpack -co 4-0.0 -co \"??-0.0\" out.tsv data_01.tsv\n", "cat out.tsv" ] }, { "cell_type": "markdown", "id": "b961395e", "metadata": {}, "source": [ "### Selecting subjects (rows)\n", "\n", "\n", "FUNPACK assumes that the first column in every input file is a subject\n", "ID. You can specify which subjects you want to load via the `--subject` (`-s`\n", "for short) option. You can specify subjects in the same way that you specified\n", "variables above, and also:\n", "\n", " * By specifying a conditional expression on variable values - only subjects\n", " for which the expression evaluates to true will be imported\n", " * By specifying subjects to exclude\n", "\n", "\n", "\n", "#### Selecting individual subjects" ] }, { "cell_type": "code", "execution_count": 11, "id": "8872f642", "metadata": { "execution": { "iopub.execute_input": "2024-05-15T13:33:38.617158Z", "iopub.status.busy": "2024-05-15T13:33:38.616430Z", "iopub.status.idle": "2024-05-15T13:33:39.746505Z", "shell.execute_reply": "2024-05-15T13:33:39.745562Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "eid\t1-0.0\t2-0.0\t3-0.0\t4-0.0\t5-0.0\t6-0.0\t7-0.0\t8-0.0\t9-0.0\t10-0.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "1\t31\t65\t10.0\t11.0\t84.0\t22.0\t56\t65\t90\t12\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "3\t45\t84\t20.0\t84.0\t93.0\t36.0\t96\t62\t48\t59\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "5\t8\t86\t51.0\t68.0\t80.0\t84.0\t11\t28\t69\t10\n" ] } ], "source": [ "funpack -s 1 -s 3 -s 5 out.tsv data_01.tsv\n", "cat out.tsv" ] }, { "cell_type": "markdown", "id": "b6013da9", "metadata": {}, "source": [ "#### Selecting subject ranges" ] }, { "cell_type": "code", "execution_count": 12, "id": "ba9b399d", "metadata": { "execution": { "iopub.execute_input": "2024-05-15T13:33:39.750924Z", "iopub.status.busy": "2024-05-15T13:33:39.750203Z", "iopub.status.idle": "2024-05-15T13:33:40.791044Z", "shell.execute_reply": "2024-05-15T13:33:40.790091Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "eid\t1-0.0\t2-0.0\t3-0.0\t4-0.0\t5-0.0\t6-0.0\t7-0.0\t8-0.0\t9-0.0\t10-0.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2\t56\t52\t52.0\t42.0\t89.0\t35.0\t3\t65\t50\t67\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "4\t7\t46\t37.0\t48.0\t80.0\t20.0\t18\t72\t37\t27\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "6\t6\t29\t85.0\t59.0\t7.0\t46.0\t14\t60\t73\t80\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "8\t80\t92\t97.0\t30.0\t92.0\t83.0\t98\t36\t6\t23\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "10\t23\t96\t67.0\t41.0\t8.0\t20.0\t97\t57\t59\t23\n" ] } ], "source": [ "funpack -s 2:2:10 out.tsv data_01.tsv\n", "cat out.tsv" ] }, { "cell_type": "markdown", "id": "6f886a28", "metadata": {}, "source": [ "#### Selecting subjects from a file" ] }, { "cell_type": "code", "execution_count": 13, "id": "3b50e7e0", "metadata": { "execution": { "iopub.execute_input": "2024-05-15T13:33:40.794920Z", "iopub.status.busy": "2024-05-15T13:33:40.794630Z", "iopub.status.idle": "2024-05-15T13:33:41.893935Z", "shell.execute_reply": "2024-05-15T13:33:41.893023Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "eid\t1-0.0\t2-0.0\t3-0.0\t4-0.0\t5-0.0\t6-0.0\t7-0.0\t8-0.0\t9-0.0\t10-0.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "5\t8\t86\t51.0\t68.0\t80.0\t84.0\t11\t28\t69\t10\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "6\t6\t29\t85.0\t59.0\t7.0\t46.0\t14\t60\t73\t80\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "7\t24\t49\t41.0\t46.0\t92.0\t23.0\t39\t68\t7\t63\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "8\t80\t92\t97.0\t30.0\t92.0\t83.0\t98\t36\t6\t23\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "9\t84\t59\t89.0\t79.0\t16.0\t12.0\t95\t73\t2\t62\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "10\t23\t96\t67.0\t41.0\t8.0\t20.0\t97\t57\t59\t23\n" ] } ], "source": [ "echo -e \"5\\n6\\n7\\n8\\n9\\n10\" > subjects.txt\n", "funpack -s subjects.txt out.tsv data_01.tsv\n", "cat out.tsv" ] }, { "cell_type": "markdown", "id": "8f6186c2", "metadata": {}, "source": [ "#### Selecting subjects by variable value\n", "\n", "\n", "The `--subject` option accepts *variable expressions* - you can write an\n", "expression performing numerical comparisons on variables (denoted with a\n", "leading `v`) and combine these expressions using boolean algebra. Only\n", "subjects for which the expression evaluates to true will be imported. For\n", "example, to only import subjects where variable 1 is greater than 10, and\n", "variable 2 is less than 70, you can type:" ] }, { "cell_type": "code", "execution_count": 14, "id": "41a877e4", "metadata": { "execution": { "iopub.execute_input": "2024-05-15T13:33:41.898292Z", "iopub.status.busy": "2024-05-15T13:33:41.897451Z", "iopub.status.idle": "2024-05-15T13:33:42.944591Z", "shell.execute_reply": "2024-05-15T13:33:42.943662Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "eid\t1-0.0\t2-0.0\t3-0.0\t4-0.0\t5-0.0\t6-0.0\t7-0.0\t8-0.0\t9-0.0\t10-0.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "1\t31\t65\t10.0\t11.0\t84.0\t22.0\t56\t65\t90\t12\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2\t56\t52\t52.0\t42.0\t89.0\t35.0\t3\t65\t50\t67\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "7\t24\t49\t41.0\t46.0\t92.0\t23.0\t39\t68\t7\t63\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "9\t84\t59\t89.0\t79.0\t16.0\t12.0\t95\t73\t2\t62\n" ] } ], "source": [ "funpack -s \"v1 > 10 && v2 < 70\" out.tsv data_01.tsv\n", "cat out.tsv" ] }, { "cell_type": "markdown", "id": "71d8fef9", "metadata": {}, "source": [ "The following symbols can be used in variable expressions:\n", "\n", "\n", "| Symbol | Meaning |\n", "|---------------------------|---------------------------------|\n", "| == | equal to |\n", "| != | not equal to |\n", "| > | greater than |\n", "| >= | greater than or equal to |\n", "| < | less than |\n", "| <= | less than or equal to |\n", "| na | N/A |\n", "| && | logical and |\n", "| || | logical or |\n", "| ~ | logical not |\n", "| contains | Contains sub-string |\n", "| all | all columns must meet condition |\n", "| any | any column must meet condition |\n", "| () | to denote precedence |\n", "\n", "\n", "> The `all` and `any` symbols allow you to control how an expression is\n", "> evaluated across multiple columns which are associated with one variable\n", "> (e.g. separate columns for each visit). We will give an example of this in\n", "> the section on [selecting visits](#Selecting-visits), below.\n", "\n", "\n", "Non-numeric (i.e. string) variables can be used in these expressions in\n", "conjunction with the `==`, `!=`, and `contains` operators, and date/time\n", "variables can be compared using the `==`, `!=`, `>`, `>=`, `<`, and `<=`\n", "operators. For example, imagine that we have the following data set:" ] }, { "cell_type": "code", "execution_count": 15, "id": "9ad8aad4", "metadata": { "execution": { "iopub.execute_input": "2024-05-15T13:33:42.948409Z", "iopub.status.busy": "2024-05-15T13:33:42.948120Z", "iopub.status.idle": "2024-05-15T13:33:43.055448Z", "shell.execute_reply": "2024-05-15T13:33:43.054545Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "eid\t1-0.0\t33-0.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "1\tA\t1948-07-14\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2\tB\t1954-11-18\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "3\tB\t1977-09-16\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "4\tA\t1962-04-26\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "5\tB\t1945-02-08\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "6\tA\t1978-07-24\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "7\tB\t1950-07-25\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "8\tA\t1965-07-25\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "9\tB\t1967-07-16\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "10\tA\t1950-11-16\n" ] } ], "source": [ "cat data_02.tsv" ] }, { "cell_type": "markdown", "id": "2d0163fa", "metadata": {}, "source": [ "And we want to identify subjects who were born during or after 1965 (variable\n", "33), and who have a value of `B` for variable 1:" ] }, { "cell_type": "code", "execution_count": 16, "id": "9ed958a7", "metadata": { "execution": { "iopub.execute_input": "2024-05-15T13:33:43.059187Z", "iopub.status.busy": "2024-05-15T13:33:43.058867Z", "iopub.status.idle": "2024-05-15T13:33:44.099449Z", "shell.execute_reply": "2024-05-15T13:33:44.098489Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "eid\t1-0.0\t33-0.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "3\tB\t1977-09-16\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "9\tB\t1967-07-16\n" ] } ], "source": [ "funpack -s \"v33 >= 1965-01-01 && v1 == 'B'\" out.tsv data_02.tsv\n", "cat out.tsv" ] }, { "cell_type": "markdown", "id": "985950eb", "metadata": {}, "source": [ "> When comparing dates and times, you must use the format `YYYY-MM-DD` and\n", "> `YYYY-MM-DD HH:MM:SS`. When comparing strings, you must surround values\n", "> with single or double quotes.\n", "\n", "\n", "Evaluating a variable expression requires the data for every subject to be\n", "loaded into memory, so that the conditional expression can be evaluated.\n", "\n", "\n", "A useful strategy, if you intend to work with the same subset of subjects more\n", "than once, is to use FUNPACK once, to identify the subjects of interest, save\n", "their IDs to a text file (e.g. `subjects.txt`), and on subsequent calls to\n", "FUNPACK, use the text file to select subjects (e.g. `fmrib_unpack -s\n", "subjects.txt`). This means that subsequent FUNPACK runs will be faster, and\n", "will require less memory.\n", "\n", "\n", "The `--ids_only` option can be used to generate an output file which only\n", "contains the IDs of the rows which would have been output, so can be used to\n", "generate a subject ID file. Let's re-run one of the examples above, but this\n", "time with the `--ids_only` option:" ] }, { "cell_type": "code", "execution_count": 17, "id": "af812a8b", "metadata": { "execution": { "iopub.execute_input": "2024-05-15T13:33:44.103686Z", "iopub.status.busy": "2024-05-15T13:33:44.103376Z", "iopub.status.idle": "2024-05-15T13:33:45.189267Z", "shell.execute_reply": "2024-05-15T13:33:45.188364Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "7\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "9\n" ] } ], "source": [ "funpack --ids_only -v 1,2 -s \"v1 > 10 && v2 < 70\" subjects.txt data_01.tsv\n", "cat subjects.txt" ] }, { "cell_type": "markdown", "id": "4910f520", "metadata": {}, "source": [ "Now we can use `subjects.txt` with the `-s` option in subsequent FUNPACK\n", "calls, to select the same subjects without having to re-evaluate the variable\n", "expression.\n", "\n", "\n", "#### Excluding subjects\n", "\n", "\n", "The `--exclude` (`-ex` for short) option allows you to exclude subjects - it\n", "accepts individual IDs, an ID range, or a file containing IDs. The\n", "`--exclude`/`-ex` option takes precedence over the `--subject`/`-s` option:" ] }, { "cell_type": "code", "execution_count": 18, "id": "32f50aba", "metadata": { "execution": { "iopub.execute_input": "2024-05-15T13:33:45.193996Z", "iopub.status.busy": "2024-05-15T13:33:45.193168Z", "iopub.status.idle": "2024-05-15T13:33:46.244309Z", "shell.execute_reply": "2024-05-15T13:33:46.243371Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "eid\t1-0.0\t2-0.0\t3-0.0\t4-0.0\t5-0.0\t6-0.0\t7-0.0\t8-0.0\t9-0.0\t10-0.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "1\t31\t65\t10.0\t11.0\t84.0\t22.0\t56\t65\t90\t12\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2\t56\t52\t52.0\t42.0\t89.0\t35.0\t3\t65\t50\t67\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "3\t45\t84\t20.0\t84.0\t93.0\t36.0\t96\t62\t48\t59\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "4\t7\t46\t37.0\t48.0\t80.0\t20.0\t18\t72\t37\t27\n" ] } ], "source": [ "funpack -s 1:8 -ex 5:10 out.tsv data_01.tsv\n", "cat out.tsv" ] }, { "cell_type": "markdown", "id": "8fdcf589", "metadata": {}, "source": [ "### Selecting visits\n", "\n", "\n", "Many variables in the UK BioBank data contain observations at multiple points in\n", "time, or visits. FUNPACK allows you to specify which visits you are interested\n", "in. Here is an example data set with variables that have data for multiple\n", "visits (remember that the second number in the column names denotes the visit):" ] }, { "cell_type": "code", "execution_count": 19, "id": "bb90db8a", "metadata": { "execution": { "iopub.execute_input": "2024-05-15T13:33:46.248639Z", "iopub.status.busy": "2024-05-15T13:33:46.247790Z", "iopub.status.idle": "2024-05-15T13:33:46.356198Z", "shell.execute_reply": "2024-05-15T13:33:46.355309Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "eid\t1-0.0\t2-0.0\t2-1.0\t2-2.0\t3-0.0\t3-1.0\t4-0.0\t5-0.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "1\t86\t76\t82\t75\t34\t99\t50\t5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2\t20\t25\t40\t44\t30\t57\t54\t44\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "3\t85\t2\t48\t42\t23\t77\t84\t27\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "4\t23\t30\t18\t97\t44\t55\t97\t20\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "5\t83\t45\t76\t51\t18\t64\t8\t33\n" ] } ], "source": [ "cat data_03.tsv" ] }, { "cell_type": "markdown", "id": "f4fc788c", "metadata": {}, "source": [ "We can use the `--visit` (`-vi` for short) option to get just the last visit for\n", "each variable:" ] }, { "cell_type": "code", "execution_count": 20, "id": "915ba0d1", "metadata": { "execution": { "iopub.execute_input": "2024-05-15T13:33:46.359994Z", "iopub.status.busy": "2024-05-15T13:33:46.359710Z", "iopub.status.idle": "2024-05-15T13:33:47.417204Z", "shell.execute_reply": "2024-05-15T13:33:47.416261Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "eid\t1-0.0\t2-2.0\t3-1.0\t4-0.0\t5-0.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "1\t86\t75\t99.0\t50.0\t5.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2\t20\t44\t57.0\t54.0\t44.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "3\t85\t42\t77.0\t84.0\t27.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "4\t23\t97\t55.0\t97.0\t20.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "5\t83\t51\t64.0\t8.0\t33.0\n" ] } ], "source": [ "funpack -vi last out.tsv data_03.tsv\n", "cat out.tsv" ] }, { "cell_type": "markdown", "id": "715bf389", "metadata": {}, "source": [ "You can also specify which visit you want by its number:" ] }, { "cell_type": "code", "execution_count": 21, "id": "de361399", "metadata": { "execution": { "iopub.execute_input": "2024-05-15T13:33:47.421538Z", "iopub.status.busy": "2024-05-15T13:33:47.420821Z", "iopub.status.idle": "2024-05-15T13:33:48.461962Z", "shell.execute_reply": "2024-05-15T13:33:48.461065Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "eid\t2-1.0\t3-1.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "1\t82\t99.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2\t40\t57.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "3\t48\t77.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "4\t18\t55.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "5\t76\t64.0\n" ] } ], "source": [ "funpack -vi 1 out.tsv data_03.tsv\n", "cat out.tsv" ] }, { "cell_type": "markdown", "id": "ad140889", "metadata": {}, "source": [ "> Variables which are not associated with specific visits (e.g. [ICD10\n", "> diagnosis codes](https://biobank.ctsu.ox.ac.uk/crystal/field.cgi?id=41202))\n", "> will not be affected by the `-vi` option.\n", "\n", "\n", "#### Evaluating expressions across visits\n", "\n", "\n", "The variable expressions described above in the section on [selecting\n", "subjects](#Selecting-subjects-by-variable-value) will be applied to all of\n", "the columns associated with a variable. By default, an expression will\n", "evaluate to true where the values in _any_ column asssociated with the\n", "variable evaluate to true. For example, we can extract the data for subjects\n", "where the values of any column of variable 2 were less than 50:" ] }, { "cell_type": "code", "execution_count": 22, "id": "1927a70a", "metadata": { "execution": { "iopub.execute_input": "2024-05-15T13:33:48.465811Z", "iopub.status.busy": "2024-05-15T13:33:48.465521Z", "iopub.status.idle": "2024-05-15T13:33:49.503293Z", "shell.execute_reply": "2024-05-15T13:33:49.502289Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "eid\t2-0.0\t2-1.0\t2-2.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2\t25\t40\t44\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "3\t2\t48\t42\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "4\t30\t18\t97\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "5\t45\t76\t51\n" ] } ], "source": [ "funpack -v 2 -s 'v2 < 50' out.tsv data_03.tsv\n", "cat out.tsv" ] }, { "cell_type": "markdown", "id": "0a9a08a1", "metadata": {}, "source": [ "We can use the `any` and `all` operators to control how an expression is\n", "evaluated across the columns of a variable. For example, we may only be\n", "interested in subjects for whom all columns of variable 2 were greater than\n", "50:" ] }, { "cell_type": "code", "execution_count": 23, "id": "f4ed745f", "metadata": { "execution": { "iopub.execute_input": "2024-05-15T13:33:49.507536Z", "iopub.status.busy": "2024-05-15T13:33:49.506799Z", "iopub.status.idle": "2024-05-15T13:33:50.552578Z", "shell.execute_reply": "2024-05-15T13:33:50.551387Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "eid\t2-0.0\t2-1.0\t2-2.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2\t25\t40\t44\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "3\t2\t48\t42\n" ] } ], "source": [ "funpack -v 2 -s 'all(v2 < 50)' out.tsv data_03.tsv\n", "cat out.tsv" ] }, { "cell_type": "markdown", "id": "53f0e212", "metadata": {}, "source": [ "We can use `any` and `all` in expressions involving multiple variables:" ] }, { "cell_type": "code", "execution_count": 24, "id": "f621311e", "metadata": { "execution": { "iopub.execute_input": "2024-05-15T13:33:50.558642Z", "iopub.status.busy": "2024-05-15T13:33:50.557640Z", "iopub.status.idle": "2024-05-15T13:33:51.695947Z", "shell.execute_reply": "2024-05-15T13:33:51.694953Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "eid\t2-0.0\t2-1.0\t2-2.0\t3-0.0\t3-1.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "4\t30\t18\t97\t44.0\t55.0\n" ] } ], "source": [ "funpack -v 2,3 -s 'any(v2 < 50) && all(v3 >= 40)' out.tsv data_03.tsv\n", "cat out.tsv" ] }, { "cell_type": "markdown", "id": "2cab8ba0", "metadata": {}, "source": [ "### Merging multiple input files\n", "\n", "\n", "If your data is split across multiple files, you can specify how FUNPACK\n", "should merge them together.\n", "\n", "\n", "#### Merging two UK Biobank data sets with a bridge file\n", "\n", "\n", "Every UK Biobank application is assigned a different set of subject IDs,\n", "for anonymisation/privacy purposes. Some researchers are part of multiple\n", "applications, and occasionally need to work with data from both applications.\n", "To facilitate this, the UK Biobank may provide these researchers with a\n", "_bridge_ file which contains a mapping between the subject IDs from both\n", "applications. You can use FUNPACK to merge two data sets together with a\n", "bridge file.\n", "\n", "For example, let's say we have two input files (shown side-by-side) with\n", "different sets of subject IDs:" ] }, { "cell_type": "code", "execution_count": 25, "id": "a7e6ba5a", "metadata": { "execution": { "iopub.execute_input": "2024-05-15T13:33:51.699830Z", "iopub.status.busy": "2024-05-15T13:33:51.699494Z", "iopub.status.idle": "2024-05-15T13:33:51.806882Z", "shell.execute_reply": "2024-05-15T13:33:51.805948Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "eid\t1-0.0\t2-0.0\t3-0.0\t \teid\t4-0.0\t5-0.0\t6-0.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "1\t89\t47\t26\t\t100\t28\t78\t89\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2\t94\t37\t70\t\t200\t42\t13\t70\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "3\t63\t5\t97\t\t300\t17\t79\t86\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "4\t98\t97\t91\t\t400\t60\t19\t38\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "5\t37\t10\t11\t\t500\t26\t76\t6\n" ] } ], "source": [ "echo \" \" | paste data_04.tsv - data_04_2.tsv" ] }, { "cell_type": "markdown", "id": "d23efcf3", "metadata": {}, "source": [ "And we have a bridge file which maps the two sets of subject IDs to each other:" ] }, { "cell_type": "code", "execution_count": 26, "id": "7eba5fc8", "metadata": { "execution": { "iopub.execute_input": "2024-05-15T13:33:51.811235Z", "iopub.status.busy": "2024-05-15T13:33:51.810491Z", "iopub.status.idle": "2024-05-15T13:33:51.920538Z", "shell.execute_reply": "2024-05-15T13:33:51.919556Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "eid1,eid2\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "1,100\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2,200\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "3,300\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "4,400\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "5,500\n" ] } ], "source": [ "cat bridge.csv" ] }, { "cell_type": "markdown", "id": "e10953d4", "metadata": {}, "source": [ "We can merge these two datasets together by running FUNPACK twice - first, we\n", "will merge the bridge file and the second data set together. We use the\n", "`--index ` option to tell FUNPACK to use the second set of\n", "subject IDs from the bridge file." ] }, { "cell_type": "code", "execution_count": 27, "id": "6e4ba7f0", "metadata": { "execution": { "iopub.execute_input": "2024-05-15T13:33:51.924836Z", "iopub.status.busy": "2024-05-15T13:33:51.924122Z", "iopub.status.idle": "2024-05-15T13:33:53.021212Z", "shell.execute_reply": "2024-05-15T13:33:53.020323Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "eid2\teid1\t4-0.0\t5-0.0\t6-0.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "100\t1\t28.0\t78.0\t89.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "200\t2\t42.0\t13.0\t70.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "300\t3\t17.0\t79.0\t86.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "400\t4\t60.0\t19.0\t38.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "500\t5\t26.0\t76.0\t6.0\n" ] } ], "source": [ "funpack --index bridge.csv 1 temp.tsv bridge.csv data_04_2.tsv\n", "cat temp.tsv" ] }, { "cell_type": "markdown", "id": "2bd81c11", "metadata": {}, "source": [ "Then we can run FUNPACK again to merge in the first data set. This time, we\n", "use the `--index ` again to tell FUNPACK to use the _first_\n", "set of subject IDs from the intermediate file." ] }, { "cell_type": "code", "execution_count": 28, "id": "9d282022", "metadata": { "execution": { "iopub.execute_input": "2024-05-15T13:33:53.025545Z", "iopub.status.busy": "2024-05-15T13:33:53.024836Z", "iopub.status.idle": "2024-05-15T13:33:54.091298Z", "shell.execute_reply": "2024-05-15T13:33:54.090325Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "eid\t1-0.0\t2-0.0\t3-0.0\teid2\t4-0.0\t5-0.0\t6-0.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "1\t89\t47\t26.0\t100\t28.0\t78.0\t89.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2\t94\t37\t70.0\t200\t42.0\t13.0\t70.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "3\t63\t5\t97.0\t300\t17.0\t79.0\t86.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "4\t98\t97\t91.0\t400\t60.0\t19.0\t38.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "5\t37\t10\t11.0\t500\t26.0\t76.0\t6.0\n" ] } ], "source": [ "funpack --index temp.tsv 1 out.tsv data_04.tsv temp.tsv\n", "cat out.tsv" ] }, { "cell_type": "markdown", "id": "cc2e3acc", "metadata": {}, "source": [ "FUNPACK also has more flexible options for merging datasets, as outlined below.\n", "\n", "\n", "#### Merging by subject\n", "\n", "\n", "For example, let's say we have these two input files (shown side-by-side):" ] }, { "cell_type": "code", "execution_count": 29, "id": "b222f82c", "metadata": { "execution": { "iopub.execute_input": "2024-05-15T13:33:54.095628Z", "iopub.status.busy": "2024-05-15T13:33:54.094866Z", "iopub.status.idle": "2024-05-15T13:33:54.203010Z", "shell.execute_reply": "2024-05-15T13:33:54.202065Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "eid\t1-0.0\t2-0.0\t3-0.0\t \teid\t4-0.0\t5-0.0\t6-0.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "1\t89\t47\t26\t\t2\t19\t17\t62\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2\t94\t37\t70\t\t3\t41\t12\t7\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "3\t63\t5\t97\t\t4\t8\t86\t9\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "4\t98\t97\t91\t\t5\t7\t65\t71\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "5\t37\t10\t11\t\t6\t3\t23\t15\n" ] } ], "source": [ "echo \" \" | paste data_04.tsv - data_05.tsv" ] }, { "cell_type": "markdown", "id": "07a84ca8", "metadata": {}, "source": [ "Note that each file contains different variables, and different, but\n", "overlapping, subjects. By default, when you pass these files to FUNPACK, it\n", "will output the intersection of the two files (more formally known as an\n", "*inner join*), i.e. subjects which are present in both files:" ] }, { "cell_type": "code", "execution_count": 30, "id": "bb2cf7d7", "metadata": { "execution": { "iopub.execute_input": "2024-05-15T13:33:54.207040Z", "iopub.status.busy": "2024-05-15T13:33:54.206747Z", "iopub.status.idle": "2024-05-15T13:33:55.247485Z", "shell.execute_reply": "2024-05-15T13:33:55.246511Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "eid\t1-0.0\t2-0.0\t3-0.0\t4-0.0\t5-0.0\t6-0.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2\t94\t37\t70.0\t19.0\t17.0\t62.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "3\t63\t5\t97.0\t41.0\t12.0\t7.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "4\t98\t97\t91.0\t8.0\t86.0\t9.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "5\t37\t10\t11.0\t7.0\t65.0\t71.0\n" ] } ], "source": [ "funpack out.tsv data_04.tsv data_05.tsv\n", "cat out.tsv" ] }, { "cell_type": "markdown", "id": "b18c27a1", "metadata": {}, "source": [ "If you want to keep all subjects, you can instruct FUNPACK to output the union\n", "(a.k.a. *outer join*) via the `--merge_strategy` (`-ms` for short) option:" ] }, { "cell_type": "code", "execution_count": 31, "id": "f8366d8f", "metadata": { "execution": { "iopub.execute_input": "2024-05-15T13:33:55.251318Z", "iopub.status.busy": "2024-05-15T13:33:55.250994Z", "iopub.status.idle": "2024-05-15T13:33:56.289119Z", "shell.execute_reply": "2024-05-15T13:33:56.288169Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "eid\t1-0.0\t2-0.0\t3-0.0\t4-0.0\t5-0.0\t6-0.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "1\t89.0\t47.0\t26.0\t\t\t\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2\t94.0\t37.0\t70.0\t19.0\t17.0\t62.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "3\t63.0\t5.0\t97.0\t41.0\t12.0\t7.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "4\t98.0\t97.0\t91.0\t8.0\t86.0\t9.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "5\t37.0\t10.0\t11.0\t7.0\t65.0\t71.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "6\t\t\t\t3.0\t23.0\t15.0\n" ] } ], "source": [ "funpack -ms outer out.tsv data_04.tsv data_05.tsv\n", "cat out.tsv" ] }, { "cell_type": "markdown", "id": "44267a20", "metadata": {}, "source": [ "#### Merging by column\n", "\n", "\n", "Your data may be organised in a different way. For example, these next two\n", "files contain different groups of subjects, but overlapping columns:" ] }, { "cell_type": "code", "execution_count": 32, "id": "fd45c4a0", "metadata": { "execution": { "iopub.execute_input": "2024-05-15T13:33:56.293278Z", "iopub.status.busy": "2024-05-15T13:33:56.292548Z", "iopub.status.idle": "2024-05-15T13:33:56.400176Z", "shell.execute_reply": "2024-05-15T13:33:56.399282Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "eid\t1-0.0\t2-0.0\t3-0.0\t4-0.0\t5-0.0\t \teid\t2-0.0\t3-0.0\t4-0.0\t5-0.0\t6-0.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "1\t69\t80\t70\t60\t42\t\t4\t17\t36\t56\t90\t12\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2\t64\t15\t82\t99\t67\t\t5\t63\t16\t87\t57\t63\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "3\t33\t67\t58\t96\t26\t\t6\t43\t19\t84\t53\t63\n" ] } ], "source": [ "echo \" \" | paste data_06.tsv - data_07.tsv" ] }, { "cell_type": "markdown", "id": "ed4428f6", "metadata": {}, "source": [ "In this case, we need to tell FUNPACK to merge along the row axis, rather than\n", "along the column axis. We can do this with the `--merge_axis` (`-ma` for short)\n", "option:" ] }, { "cell_type": "code", "execution_count": 33, "id": "3c55ade2", "metadata": { "execution": { "iopub.execute_input": "2024-05-15T13:33:56.403943Z", "iopub.status.busy": "2024-05-15T13:33:56.403654Z", "iopub.status.idle": "2024-05-15T13:33:57.443370Z", "shell.execute_reply": "2024-05-15T13:33:57.442357Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "eid\t2-0.0\t3-0.0\t4-0.0\t5-0.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "1\t80\t70.0\t60.0\t42.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2\t15\t82.0\t99.0\t67.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "3\t67\t58.0\t96.0\t26.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "4\t17\t36.0\t56.0\t90.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "5\t63\t16.0\t87.0\t57.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "6\t43\t19.0\t84.0\t53.0\n" ] } ], "source": [ "funpack -ma rows out.tsv data_06.tsv data_07.tsv\n", "cat out.tsv" ] }, { "cell_type": "markdown", "id": "4a7c4cc8", "metadata": {}, "source": [ "Again, if we want to retain all columns, we can tell FUNPACK to perform an\n", "outer join with the `-ms` option:" ] }, { "cell_type": "code", "execution_count": 34, "id": "c121ce18", "metadata": { "execution": { "iopub.execute_input": "2024-05-15T13:33:57.447668Z", "iopub.status.busy": "2024-05-15T13:33:57.446890Z", "iopub.status.idle": "2024-05-15T13:33:58.491280Z", "shell.execute_reply": "2024-05-15T13:33:58.490340Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "eid\t1-0.0\t2-0.0\t3-0.0\t4-0.0\t5-0.0\t6-0.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "1\t69.0\t80\t70.0\t60.0\t42.0\t\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2\t64.0\t15\t82.0\t99.0\t67.0\t\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "3\t33.0\t67\t58.0\t96.0\t26.0\t\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "4\t\t17\t36.0\t56.0\t90.0\t12.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "5\t\t63\t16.0\t87.0\t57.0\t63.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "6\t\t43\t19.0\t84.0\t53.0\t63.0\n" ] } ], "source": [ "funpack -ma rows -ms outer out.tsv data_06.tsv data_07.tsv\n", "cat out.tsv" ] }, { "cell_type": "markdown", "id": "b9ac0a82", "metadata": {}, "source": [ "#### Naive merging\n", "\n", "\n", "Finally, your data may be organised such that you simply want to \"paste\", or\n", "concatenate them together, along either rows or columns. For example, your\n", "data files might look like this:" ] }, { "cell_type": "code", "execution_count": 35, "id": "06d0e676", "metadata": { "execution": { "iopub.execute_input": "2024-05-15T13:33:58.495523Z", "iopub.status.busy": "2024-05-15T13:33:58.494739Z", "iopub.status.idle": "2024-05-15T13:33:58.602250Z", "shell.execute_reply": "2024-05-15T13:33:58.601360Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "eid\t1-0.0\t2-0.0\t3-0.0\t \teid\t4-0.0\t5-0.0\t6-0.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "1\t30\t99\t57\t\t1\t16\t54\t60\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2\t3\t6\t75\t\t2\t43\t59\t9\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "3\t13\t91\t36\t\t3\t71\t73\t38\n" ] } ], "source": [ "echo \" \" | paste data_08.tsv - data_09.tsv" ] }, { "cell_type": "markdown", "id": "a3c33aae", "metadata": {}, "source": [ "Here, we have columns for different variables on the same set of subjects, and\n", "we just need to concatenate them together horizontally. We do this by using\n", "`--merge_strategy naive` (`-ms naive` for short):" ] }, { "cell_type": "code", "execution_count": 36, "id": "ac2a6cc7", "metadata": { "execution": { "iopub.execute_input": "2024-05-15T13:33:58.605987Z", "iopub.status.busy": "2024-05-15T13:33:58.605703Z", "iopub.status.idle": "2024-05-15T13:33:59.649527Z", "shell.execute_reply": "2024-05-15T13:33:59.648586Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "eid\t1-0.0\t2-0.0\t3-0.0\t4-0.0\t5-0.0\t6-0.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "1\t30\t99\t57.0\t16.0\t54.0\t60.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2\t3\t6\t75.0\t43.0\t59.0\t9.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "3\t13\t91\t36.0\t71.0\t73.0\t38.0\n" ] } ], "source": [ "funpack -ms naive out.tsv data_08.tsv data_09.tsv\n", "cat out.tsv" ] }, { "cell_type": "markdown", "id": "ca4b532e", "metadata": {}, "source": [ "For files which need to be concatenated vertically, such as these:" ] }, { "cell_type": "code", "execution_count": 37, "id": "f75a8bb1", "metadata": { "execution": { "iopub.execute_input": "2024-05-15T13:33:59.653813Z", "iopub.status.busy": "2024-05-15T13:33:59.653100Z", "iopub.status.idle": "2024-05-15T13:33:59.761644Z", "shell.execute_reply": "2024-05-15T13:33:59.760726Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "eid\t1-0.0\t2-0.0\t3-0.0\t \teid\t1-0.0\t2-0.0\t3-0.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "1\t16\t34\t10\t\t4\t40\t89\t58\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2\t62\t78\t16\t\t5\t25\t75\t9\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "3\t72\t29\t53\t\t6\t28\t74\t57\n" ] } ], "source": [ "echo \" \" | paste data_10.tsv - data_11.tsv" ] }, { "cell_type": "markdown", "id": "c123c0ca", "metadata": {}, "source": [ "We need to tell FUNPACK which axis to concatenate along, again using the `-ma`\n", "option:" ] }, { "cell_type": "code", "execution_count": 38, "id": "01baca15", "metadata": { "execution": { "iopub.execute_input": "2024-05-15T13:33:59.765581Z", "iopub.status.busy": "2024-05-15T13:33:59.765288Z", "iopub.status.idle": "2024-05-15T13:34:00.803124Z", "shell.execute_reply": "2024-05-15T13:34:00.802167Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "eid\t1-0.0\t2-0.0\t3-0.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "1\t16\t34\t10.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2\t62\t78\t16.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "3\t72\t29\t53.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "4\t40\t89\t58.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "5\t25\t75\t9.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "6\t28\t74\t57.0\n" ] } ], "source": [ "funpack -ms naive -ma rows out.tsv data_10.tsv data_11.tsv\n", "cat out.tsv" ] }, { "cell_type": "markdown", "id": "30002f91", "metadata": {}, "source": [ "## Cleaning examples\n", "\n", "\n", "Once the data has been imported, a sequence of cleaning steps are applied to\n", "each column.\n", "\n", "\n", "### NA insertion\n", "\n", "\n", "For some variables it may make sense to discard or ignore certain values. For\n", "example, if an individual selects *Do not know* to a question such as *How\n", "much milk did you drink yesterday?*, that answer will be coded with a specific\n", "value (e.g. `-1`). It does not make any sense to include these values in most\n", "analyses, so FUNPACK can be used to mark such values as *Not Available\n", "(NA)*.\n", "\n", "\n", "A large number of NA insertion rules, specific to UK BioBank variables, are\n", "coded into FUNPACK, and are applied when you use the `-cfg fmrib` option\n", "(see the section below on [built-in rules](#Built-in-rules)). You can also\n", "specify your own rules via the `--na_values` (`-nv` for short) option.\n", "\n", "\n", "Let's say we have this data set:" ] }, { "cell_type": "code", "execution_count": 39, "id": "0f3ea0b8", "metadata": { "execution": { "iopub.execute_input": "2024-05-15T13:34:00.807347Z", "iopub.status.busy": "2024-05-15T13:34:00.806600Z", "iopub.status.idle": "2024-05-15T13:34:00.914548Z", "shell.execute_reply": "2024-05-15T13:34:00.913648Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "eid\t1-0.0\t2-0.0\t3-0.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "1\t4\t1\t6\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2\t2\t6\t0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "3\t7\t0\t-1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "4\t-1\t6\t1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "5\t2\t8\t4\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "6\t0\t2\t7\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "7\t-1\t0\t0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "8\t7\t7\t2\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "9\t4\t-1\t-1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "10\t8\t-1\t2\n" ] } ], "source": [ "cat data_12.tsv" ] }, { "cell_type": "markdown", "id": "83228069", "metadata": {}, "source": [ "For variable 1, we want to ignore values of -1, for variable 2 we want to\n", "ignore -1 and 0, and for variable 3 we want to ignore 1 and 2:" ] }, { "cell_type": "code", "execution_count": 40, "id": "eac576a9", "metadata": { "execution": { "iopub.execute_input": "2024-05-15T13:34:00.918340Z", "iopub.status.busy": "2024-05-15T13:34:00.918054Z", "iopub.status.idle": "2024-05-15T13:34:01.965223Z", "shell.execute_reply": "2024-05-15T13:34:01.964270Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "eid\t1-0.0\t2-0.0\t3-0.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "1\t4.0\t1.0\t6.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2\t2.0\t6.0\t0.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "3\t7.0\t\t-1.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "4\t\t6.0\t\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "5\t2.0\t8.0\t4.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "6\t0.0\t2.0\t7.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "7\t\t\t0.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "8\t7.0\t7.0\t\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "9\t4.0\t\t-1.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "10\t8.0\t\t\n" ] } ], "source": [ "funpack -nv 1 \" -1\" -nv 2 \" -1,0\" -nv 3 \"1,2\" out.tsv data_12.tsv\n", "cat out.tsv" ] }, { "cell_type": "markdown", "id": "76a0a4b6", "metadata": {}, "source": [ "The `--na_values` option expects two arguments:\n", "\n", " * The variable ID\n", " * A comma-separated list of values to replace with NA\n", "\n", "\n", "### Variable-specific cleaning functions\n", "\n", "\n", "A small number of cleaning/preprocessing functions are built into FUNPACK,\n", "which can be applied to specific variables. For example, some variables in the\n", "UK BioBank contain ICD10 disease codes, which may be more useful if converted\n", "to a numeric format (e.g. to make them easy to load into MATLAB). Imagine\n", "that we have some data with ICD10 codes:" ] }, { "cell_type": "code", "execution_count": 41, "id": "b82c2bc2", "metadata": { "execution": { "iopub.execute_input": "2024-05-15T13:34:01.969208Z", "iopub.status.busy": "2024-05-15T13:34:01.968909Z", "iopub.status.idle": "2024-05-15T13:34:02.076940Z", "shell.execute_reply": "2024-05-15T13:34:02.075953Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "eid\t1-0.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "1\tA481\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2\tA590\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "3\tB391\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "4\tD596\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "5\tZ980\n" ] } ], "source": [ "cat data_13.tsv" ] }, { "cell_type": "markdown", "id": "2dc304a6", "metadata": {}, "source": [ "We can use the `--clean` (`-cl` for short) option with the built-in\n", "`codeToNumeric` cleaning function to convert the codes to a numeric\n", "representation&:" ] }, { "cell_type": "code", "execution_count": 42, "id": "2ab1a7b9", "metadata": { "execution": { "iopub.execute_input": "2024-05-15T13:34:02.081415Z", "iopub.status.busy": "2024-05-15T13:34:02.080680Z", "iopub.status.idle": "2024-05-15T13:34:03.230184Z", "shell.execute_reply": "2024-05-15T13:34:03.229234Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "eid\t1-0.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "1\t5340\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2\t5960\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "3\t9320\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "4\t21590\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "5\t191430\n" ] } ], "source": [ "funpack -cl 1 \"codeToNumeric('icd10')\" out.tsv data_13.tsv\n", "cat out.tsv" ] }, { "cell_type": "markdown", "id": "e8b46f87", "metadata": {}, "source": [ "> &The `codeToNumeric` function will replace each ICD10 code\n", "> with the corresponding *Node* number, as defined in the UK [BioBank ICD10\n", "> data coding](http://biobank.ctsu.ox.ac.uk/crystal/coding.cgi?id=19).\n", "\n", "\n", "The `--clean` option expects two arguments:\n", "\n", " * The variable ID\n", " * The cleaning function to apply. Some cleaning functions accept\n", " arguments - refer to the command-line help for a summary of available\n", " functions.\n", "\n", "\n", "You can find a list of the built-in cleaning functions\n", "[here](function_reference.html). You can also define your own cleaning\n", "functions by passing them in as a `--plugin_file` (see the [section on custom\n", "plugins below](#Custom-cleaning,-processing-and-loading---funpack-plugins)).\n", "\n", "\n", "#### Example: flattening hierarchical data\n", "\n", "\n", "Several variables in the UK Biobank (including the ICD10 disease\n", "categorisations) are organised in a hierarchical manner - each value is a\n", "child of a more general parent category. The `flattenHierarchical` cleaninng\n", "function can be used to replace each value in a data set with the value that\n", "corresponds to a parent category. Let's apply this to our example ICD10 data\n", "set." ] }, { "cell_type": "code", "execution_count": 43, "id": "e6f0dabb", "metadata": { "execution": { "iopub.execute_input": "2024-05-15T13:34:03.234138Z", "iopub.status.busy": "2024-05-15T13:34:03.233840Z", "iopub.status.idle": "2024-05-15T13:34:04.387195Z", "shell.execute_reply": "2024-05-15T13:34:04.386220Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "eid\t1-0.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "1\tChapter I\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2\tChapter I\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "3\tChapter I\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "4\tChapter III\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "5\tChapter XXI\n" ] } ], "source": [ "funpack -cl 1 \"flattenHierarchical(name='icd10')\" out.tsv data_13.tsv\n", "cat out.tsv" ] }, { "cell_type": "markdown", "id": "e9a14200", "metadata": {}, "source": [ "#### Aside: ICD10 mapping file\n", "\n", "\n", "FUNPACK has a feature specific to these ICD10 disease categorisations - you\n", "can use the `--icd10_map_file` (`-imf` for short) option to tell FUNPACK to\n", "save a file which contains a list of all ICD10 codes that were present in the\n", "input data, and the corresponding numerical codes that FUNPACK generated:" ] }, { "cell_type": "code", "execution_count": 44, "id": "30d808ee", "metadata": { "execution": { "iopub.execute_input": "2024-05-15T13:34:04.391208Z", "iopub.status.busy": "2024-05-15T13:34:04.390880Z", "iopub.status.idle": "2024-05-15T13:34:05.548910Z", "shell.execute_reply": "2024-05-15T13:34:05.547977Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "code\tvalue\tdescription\tparent_descs\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "A481\t5340\tA48.1 Legionnaires' disease\t[Chapter I Certain infectious and parasitic diseases] [A30-A49 Other bacterial diseases] [A48 Other bacterial diseases, not elsewhere classified]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "A590\t5960\tA59.0 Urogenital trichomoniasis\t[Chapter I Certain infectious and parasitic diseases] [A50-A64 Infections with a predominantly sexual mode of transmission] [A59 Trichomoniasis]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "B391\t9320\tB39.1 Chronic pulmonary histoplasmosis capsulati\t[Chapter I Certain infectious and parasitic diseases] [B35-B49 Mycoses] [B39 Histoplasmosis]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "D596\t21590\tD59.6 Haemoglobinuria due to haemolysis from other external causes\t[Chapter III Diseases of the blood and blood-forming organs and certain disorders involving the immune mechanism] [D55-D59 Haemolytic anaemias] [D59 Acquired haemolytic anaemia]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Z980\t191430\tZ98.0 Intestinal bypass and anastomosis status\t[Chapter XXI Factors influencing health status and contact with health services] [Z80-Z99 Persons with potential health hazards related to family and personal history and certain conditions influencing health status] [Z98 Other postsurgical states]\n" ] } ], "source": [ "funpack -cl 1 \"codeToNumeric('icd10')\" -imf icd10_codes.tsv out.tsv data_13.tsv\n", "cat icd10_codes.tsv" ] }, { "attachments": { "coding.png": { "image/png": "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" } }, "cell_type": "markdown", "id": "a62a5486", "metadata": {}, "source": [ "### Categorical recoding\n", "\n", "\n", "You may have some categorical data which is coded in an awkward manner, such as\n", "in this example, which encodes the amount of some item that an individual has\n", "consumed:\n", "\n", "\n", "![data coding example](attachment:coding.png)\n", "\n", "\n", "You can use the `--recoding` (`-re` for short) option to recode data like this\n", "into something more useful. For example, given this data:" ] }, { "cell_type": "code", "execution_count": 45, "id": "98de2a6d", "metadata": { "execution": { "iopub.execute_input": "2024-05-15T13:34:05.553238Z", "iopub.status.busy": "2024-05-15T13:34:05.552511Z", "iopub.status.idle": "2024-05-15T13:34:05.661657Z", "shell.execute_reply": "2024-05-15T13:34:05.660745Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "eid\t1-0.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "1\t1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2\t555\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "3\t444\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "4\t2\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "5\t300\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "6\t444\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "7\t2\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "8\t2\n" ] } ], "source": [ "cat data_14.tsv" ] }, { "cell_type": "markdown", "id": "a6f6fd14", "metadata": {}, "source": [ "Let's recode it to be more monotonic:" ] }, { "cell_type": "code", "execution_count": 46, "id": "6d925f6d", "metadata": { "execution": { "iopub.execute_input": "2024-05-15T13:34:05.665770Z", "iopub.status.busy": "2024-05-15T13:34:05.665209Z", "iopub.status.idle": "2024-05-15T13:34:06.696421Z", "shell.execute_reply": "2024-05-15T13:34:06.695493Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "eid\t1-0.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "1\t1.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2\t0.5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "3\t0.25\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "4\t2.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "5\t3.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "6\t0.25\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "7\t2.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "8\t2.0\n" ] } ], "source": [ "funpack -re 1 \"300,444,555\" \"3,0.25,0.5\" out.tsv data_14.tsv\n", "cat out.tsv" ] }, { "cell_type": "markdown", "id": "44bd8d5f", "metadata": {}, "source": [ "The `--recoding` option expects three arguments:\n", "\n", " * The variable ID\n", " * A comma-separated list of the values to be replaced\n", " * A comma-separated list of the values to replace them with\n", "\n", "\n", "### Child value replacement\n", "\n", "\n", "Imagine that we have these two questions:\n", "\n", "\n", " * **1**: *Do you currently smoke cigarettes?*\n", " * **2**: *How many cigarettes did you smoke yesterday?*\n", "\n", "\n", "Now, question 2 was only asked if the answer to question 1 was *Yes*. So for\n", "all individuals who answered *No* to question 1, we will have a missing value\n", "for question 2. But for some analyses, it would make more sense to have a\n", "value of 0, rather than NA, for these subjects.\n", "\n", "\n", "FUNPACK can handle these sorts of dependencies by way of *child value\n", "replacement*. For question 2, we can define a conditional variable expression\n", "such that when both question 2 is NA and question 1 is *No*, we can insert a\n", "value of 0 into question 2.\n", "\n", "\n", "This scenario is demonstrated in this example data set (where, for\n", "question 1 values of `1` and `0` represent *Yes* and *No* respectively):" ] }, { "cell_type": "code", "execution_count": 47, "id": "6f1bce25", "metadata": { "execution": { "iopub.execute_input": "2024-05-15T13:34:06.700285Z", "iopub.status.busy": "2024-05-15T13:34:06.699995Z", "iopub.status.idle": "2024-05-15T13:34:06.807411Z", "shell.execute_reply": "2024-05-15T13:34:06.806514Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "eid\t1-0.0\t2-0.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "1\t1\t7\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2\t1\t4\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "3\t1\t1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "4\t0\t\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "5\t0\t\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "6\t0\t\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "7\t1\t25\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "8\t0\t\n" ] } ], "source": [ "cat data_15.tsv" ] }, { "cell_type": "markdown", "id": "ab0d5dbb", "metadata": {}, "source": [ "We can fill in the values for variable 2 by using the `--child_values` (`-cv`\n", "for short) option:" ] }, { "cell_type": "code", "execution_count": 48, "id": "b35a741a", "metadata": { "execution": { "iopub.execute_input": "2024-05-15T13:34:06.811258Z", "iopub.status.busy": "2024-05-15T13:34:06.810937Z", "iopub.status.idle": "2024-05-15T13:34:07.853673Z", "shell.execute_reply": "2024-05-15T13:34:07.852748Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "eid\t1-0.0\t2-0.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "1\t1\t7.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2\t1\t4.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "3\t1\t1.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "4\t0\t0.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "5\t0\t0.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "6\t0\t0.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "7\t1\t25.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "8\t0\t0.0\n" ] } ], "source": [ "funpack -cv 2 \"v1 == 0\" \"0\" out.tsv data_15.tsv\n", "cat out.tsv" ] }, { "cell_type": "markdown", "id": "8b34b365", "metadata": {}, "source": [ "The `--child_values` option expects three arguments:\n", "\n", " * The variable ID\n", " * An expression evaluating some condition on the parent variable(s)\n", " * A value to replace NA with where the expression evaluates to true.\n", "\n", "\n", "## Processing examples\n", "\n", "\n", "After every column has been cleaned, the entire data set undergoes a series of\n", "processing steps. The processing stage may result in columns being removed or\n", "manipulated, or new columns being added.\n", "\n", "\n", "The processing stage can be controlled with these options:\n", "\n", " * `--prepend_process` (`-ppr` for short): Apply a processing function before\n", " the built-in processing\n", " * `--append_process` (`-apr` for short): Apply a processing function after the\n", " built-in processing\n", "\n", "\n", "A default set of processing steps are applied when you apply the `fmrib`\n", "configuration profile by using `-cfg fmrib` - see the section on [built-in\n", "rules](#Built-in-rules).\n", "\n", "\n", "The `--prepend_process` and `--append_process` options require two arguments:\n", "\n", " * The variable ID(s) to apply the function to, or `all` to denote all\n", " variables.\n", " * The processing function to apply. The available processing functions are\n", " listed [here](function_reference.html) and in the [command line\n", " help](command_line.html), or you can write your own and pass it in as a\n", " plugin file ([see\n", " below](#Custom-cleaning,-processing-and-loading---funpack-plugins)).\n", "\n", "\n", "### Sparsity check\n", "\n", "\n", "The `removeIfSparse` process will remove columns that are deemed to have too\n", "many missing values. If we take this data set:" ] }, { "cell_type": "code", "execution_count": 49, "id": "4c004bd7", "metadata": { "execution": { "iopub.execute_input": "2024-05-15T13:34:07.857873Z", "iopub.status.busy": "2024-05-15T13:34:07.857166Z", "iopub.status.idle": "2024-05-15T13:34:07.969927Z", "shell.execute_reply": "2024-05-15T13:34:07.969060Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "eid\t1-0.0\t2-0.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "1\t7\t24\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2\t2\t37\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "3\t4\t14\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "4\t6\t\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "5\t\t77\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "6\t7\t10\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "7\t\t\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "8\t3\t13\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "9\t\t62\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "10\t\t74\n" ] } ], "source": [ "cat data_16.tsv" ] }, { "cell_type": "markdown", "id": "4e6f5e7f", "metadata": {}, "source": [ "Imagine that our analysis requires at least 8 values per variable to work. We\n", "can use the `minpres` option to `removeIfSparse` to drop any columns which do\n", "not meet this threshold:" ] }, { "cell_type": "code", "execution_count": 50, "id": "298b26fb", "metadata": { "execution": { "iopub.execute_input": "2024-05-15T13:34:07.974155Z", "iopub.status.busy": "2024-05-15T13:34:07.973414Z", "iopub.status.idle": "2024-05-15T13:34:09.008398Z", "shell.execute_reply": "2024-05-15T13:34:09.007436Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "eid\t2-0.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "1\t24.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2\t37.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "3\t14.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "4\t\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "5\t77.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "6\t10.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "7\t\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "8\t13.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "9\t62.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "10\t74.0\n" ] } ], "source": [ "funpack -apr all \"removeIfSparse(minpres=8)\" out.tsv data_16.tsv\n", "cat out.tsv" ] }, { "cell_type": "markdown", "id": "455b2db3", "metadata": {}, "source": [ "You can also specify `minpres` as a proportion, rather than an absolute number.\n", "e.g.:" ] }, { "cell_type": "code", "execution_count": 51, "id": "f93a7437", "metadata": { "execution": { "iopub.execute_input": "2024-05-15T13:34:09.012191Z", "iopub.status.busy": "2024-05-15T13:34:09.011898Z", "iopub.status.idle": "2024-05-15T13:34:10.044342Z", "shell.execute_reply": "2024-05-15T13:34:10.043397Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "eid\t2-0.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "1\t24.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2\t37.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "3\t14.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "4\t\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "5\t77.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "6\t10.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "7\t\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "8\t13.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "9\t62.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "10\t74.0\n" ] } ], "source": [ "funpack -apr all \"removeIfSparse(minpres=0.65, abspres=False)\" out.tsv data_16.tsv\n", "cat out.tsv" ] }, { "cell_type": "markdown", "id": "c4679dc7", "metadata": {}, "source": [ "### Redundancy check\n", "\n", "\n", "You may wish to remove columns which contain redundant information. The\n", "`removeIfRedundant` process calculates the pairwise correlation between all\n", "columns, and removes columns with a correlation above a threshold that you\n", "provide. Imagine that we have this data set:" ] }, { "cell_type": "code", "execution_count": 52, "id": "b802fe06", "metadata": { "execution": { "iopub.execute_input": "2024-05-15T13:34:10.048199Z", "iopub.status.busy": "2024-05-15T13:34:10.047909Z", "iopub.status.idle": "2024-05-15T13:34:10.155723Z", "shell.execute_reply": "2024-05-15T13:34:10.154758Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "eid\t1-0.0\t2-0.0\t3-0.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "1\t1\t10\t1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2\t2\t20\t6\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "3\t3\t30\t3\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "4\t4\t40\t7\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "5\t5\t50\t2\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "6\t6\t60\t3\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "7\t5\t50\t2\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "8\t4\t40\t9\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "9\t3\t30\t8\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "10\t2\t20\t5\n" ] } ], "source": [ "cat data_17.tsv" ] }, { "cell_type": "markdown", "id": "54e995b6", "metadata": {}, "source": [ "The data in column `2-0.0` is effectively equivalent to the data in column\n", "`1-0.0`, so is not of any use to us. We can tell FUNPACK to remove it like\n", "so:" ] }, { "cell_type": "code", "execution_count": 53, "id": "e187f96c", "metadata": { "execution": { "iopub.execute_input": "2024-05-15T13:34:10.159881Z", "iopub.status.busy": "2024-05-15T13:34:10.159116Z", "iopub.status.idle": "2024-05-15T13:34:11.202848Z", "shell.execute_reply": "2024-05-15T13:34:11.201948Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "eid\t1-0.0\t3-0.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "1\t1\t1.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2\t2\t6.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "3\t3\t3.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "4\t4\t7.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "5\t5\t2.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "6\t6\t3.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "7\t5\t2.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "8\t4\t9.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "9\t3\t8.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "10\t2\t5.0\n" ] } ], "source": [ "funpack -apr all \"removeIfRedundant(0.9)\" out.tsv data_17.tsv\n", "cat out.tsv" ] }, { "cell_type": "markdown", "id": "2a545f65", "metadata": {}, "source": [ "The `removeIfRedundant` process can also calculate the correlation of the\n", "patterns of missing values between variables - Consider this example:" ] }, { "cell_type": "code", "execution_count": 54, "id": "76fa1263", "metadata": { "execution": { "iopub.execute_input": "2024-05-15T13:34:11.206973Z", "iopub.status.busy": "2024-05-15T13:34:11.206228Z", "iopub.status.idle": "2024-05-15T13:34:11.320501Z", "shell.execute_reply": "2024-05-15T13:34:11.319568Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "eid\t1-0.0\t2-0.0\t3-0.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "1\t1\t10\t100\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2\t2\t20\t200\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "3\t\t\t300\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "4\t4\t40\t400\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "5\t\t\t500\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "6\t4\t40\t\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "7\t3\t\t300\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "8\t2\t20\t200\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "9\t1\t10\t100\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "10\t\t\t0\n" ] } ], "source": [ "cat data_18.tsv" ] }, { "cell_type": "markdown", "id": "3cc4fe22", "metadata": {}, "source": [ "All three columns are highly correlated, but the pattern of missing values in\n", "column `3-0.0` is different to that of the other columns.\n", "\n", "\n", "If we use the `nathres` option, FUNPACK will only remove columns where the\n", "correlation of both present and missing values meet the thresholds. Note that\n", "the column which contains more missing values will be the one that gets\n", "removed:" ] }, { "cell_type": "code", "execution_count": 55, "id": "3c14fcba", "metadata": { "execution": { "iopub.execute_input": "2024-05-15T13:34:11.324885Z", "iopub.status.busy": "2024-05-15T13:34:11.324070Z", "iopub.status.idle": "2024-05-15T13:34:12.360341Z", "shell.execute_reply": "2024-05-15T13:34:12.359377Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "eid\t1-0.0\t3-0.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "1\t1.0\t100.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2\t2.0\t200.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "3\t\t300.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "4\t4.0\t400.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "5\t\t500.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "6\t4.0\t\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "7\t3.0\t300.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "8\t2.0\t200.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "9\t1.0\t100.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "10\t\t0.0\n" ] } ], "source": [ "funpack -apr all \"removeIfRedundant(0.9, nathres=0.6)\" out.tsv data_18.tsv\n", "cat out.tsv" ] }, { "cell_type": "markdown", "id": "606b7982", "metadata": {}, "source": [ "### Categorical binarisation\n", "\n", "\n", "The `binariseCategorical` process takes a column containing categorical\n", "labels, and replaces it with a set of new binary columns, one for each\n", "category. Imagine that we have this data:" ] }, { "cell_type": "code", "execution_count": 56, "id": "a6dcd923", "metadata": { "execution": { "iopub.execute_input": "2024-05-15T13:34:12.364494Z", "iopub.status.busy": "2024-05-15T13:34:12.363780Z", "iopub.status.idle": "2024-05-15T13:34:12.473134Z", "shell.execute_reply": "2024-05-15T13:34:12.472286Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "eid 1-0.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "1\t1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2\t2\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "3\t3\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "4\t2\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "5\t2\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "6\t3\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "7\t1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "8\t4\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "9\t1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "10\t3\n" ] } ], "source": [ "cat data_19.tsv" ] }, { "cell_type": "markdown", "id": "9a7c7d24", "metadata": {}, "source": [ "We can use the `binariseCategorical` process to split column `1-0.0` into a\n", "separate column for each category:" ] }, { "cell_type": "code", "execution_count": 57, "id": "00bd5812", "metadata": { "execution": { "iopub.execute_input": "2024-05-15T13:34:12.476780Z", "iopub.status.busy": "2024-05-15T13:34:12.476500Z", "iopub.status.idle": "2024-05-15T13:34:13.510872Z", "shell.execute_reply": "2024-05-15T13:34:13.509945Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "eid\t1-0.1\t1-0.2\t1-0.3\t1-0.4\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "1\t1\t0\t0\t0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2\t0\t1\t0\t0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "3\t0\t0\t1\t0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "4\t0\t1\t0\t0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "5\t0\t1\t0\t0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "6\t0\t0\t1\t0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "7\t1\t0\t0\t0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "8\t0\t0\t0\t1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "9\t1\t0\t0\t0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "10\t0\t0\t1\t0\n" ] } ], "source": [ "funpack -apr 1 \"binariseCategorical\" out.tsv data_19.tsv\n", "cat out.tsv" ] }, { "cell_type": "markdown", "id": "93c5ec51", "metadata": {}, "source": [ "There are a few options to `binariseCategorical`, including controlling whether\n", "the original column is removed, and also the naming of the newly created\n", "columns:" ] }, { "cell_type": "code", "execution_count": 58, "id": "f1bcd4a9", "metadata": { "execution": { "iopub.execute_input": "2024-05-15T13:34:13.515068Z", "iopub.status.busy": "2024-05-15T13:34:13.514274Z", "iopub.status.idle": "2024-05-15T13:34:14.547353Z", "shell.execute_reply": "2024-05-15T13:34:14.546396Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "eid\t1-0.0\t1:1\t1:2\t1:3\t1:4\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "1\t1\t1\t0\t0\t0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2\t2\t0\t1\t0\t0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "3\t3\t0\t0\t1\t0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "4\t2\t0\t1\t0\t0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "5\t2\t0\t1\t0\t0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "6\t3\t0\t0\t1\t0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "7\t1\t1\t0\t0\t0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "8\t4\t0\t0\t0\t1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "9\t1\t1\t0\t0\t0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "10\t3\t0\t0\t1\t0\n" ] } ], "source": [ "funpack -apr 1 \"binariseCategorical(replace=False, nameFormat='{vid}:{value}')\" out.tsv data_19.tsv\n", "cat out.tsv" ] }, { "cell_type": "markdown", "id": "5c06c99f", "metadata": {}, "source": [ "## Custom cleaning, processing and loading - FUNPACK plugins\n", "\n", "\n", "If you want to apply some specific cleaning or processing function to a\n", "variable, you can code your functions up in python, and then tell FUNPACK to\n", "apply them.\n", "\n", "\n", "As an example, let's say we have some data like this:" ] }, { "cell_type": "code", "execution_count": 59, "id": "f2a897c3", "metadata": { "execution": { "iopub.execute_input": "2024-05-15T13:34:14.551512Z", "iopub.status.busy": "2024-05-15T13:34:14.550764Z", "iopub.status.idle": "2024-05-15T13:34:14.658745Z", "shell.execute_reply": "2024-05-15T13:34:14.657900Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "eid\t1-0.0\t2-0.0\t3-0.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "1\t28\t65\t18\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2\t12\t71\t63\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "3\t17\t60\t95\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "4\t36\t80\t38\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "5\t91\t55\t36\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "6\t4\t97\t71\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "7\t20\t3\t88\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "8\t58\t64\t65\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "9\t87\t27\t26\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "10\t36\t17\t22\n" ] } ], "source": [ "cat data_20.tsv" ] }, { "cell_type": "markdown", "id": "1756d892", "metadata": {}, "source": [ "### Custom cleaning functions\n", "\n", "\n", "But for our analysis, we are only interested in the even values for columns 1\n", "and 2. Let's write a cleaning function which replaces all odd values with NA:" ] }, { "cell_type": "code", "execution_count": 60, "id": "fec95161", "metadata": { "execution": { "iopub.execute_input": "2024-05-15T13:34:14.662795Z", "iopub.status.busy": "2024-05-15T13:34:14.662228Z", "iopub.status.idle": "2024-05-15T13:34:15.059325Z", "shell.execute_reply": "2024-05-15T13:34:15.058357Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m#!/usr/bin/env python\u001b[39;49;00m\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[34mimport\u001b[39;49;00m\u001b[37m \u001b[39;49;00m\u001b[04m\u001b[36mnumpy\u001b[39;49;00m\u001b[37m \u001b[39;49;00m\u001b[34mas\u001b[39;49;00m\u001b[37m \u001b[39;49;00m\u001b[04m\u001b[36mnp\u001b[39;49;00m\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[34mfrom\u001b[39;49;00m\u001b[37m \u001b[39;49;00m\u001b[04m\u001b[36mfunpack\u001b[39;49;00m\u001b[37m \u001b[39;49;00m\u001b[34mimport\u001b[39;49;00m\u001b[37m \u001b[39;49;00mcleaner\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m# Cleaner functions are passed:\u001b[39;49;00m\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m#\u001b[39;49;00m\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m# - dtable: An object which provides access to the data set.\u001b[39;49;00m\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m# - vid: The variable ID of the column(s) to be cleaned.\u001b[39;49;00m\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m#\u001b[39;49;00m\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m# Cleaner functions should modify the data in-place.\u001b[39;49;00m\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[90m@cleaner\u001b[39;49;00m()\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[34mdef\u001b[39;49;00m\u001b[37m \u001b[39;49;00m\u001b[32mdrop_odd_values\u001b[39;49;00m(dtable,\u001b[37m \u001b[39;49;00mvid):\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m \u001b[39;49;00m\u001b[37m# Remember that a variable may be\u001b[39;49;00m\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m \u001b[39;49;00m\u001b[37m# associated with multiple columns\u001b[39;49;00m\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m \u001b[39;49;00mcols\u001b[37m \u001b[39;49;00m=\u001b[37m \u001b[39;49;00mdtable.columns(vid)\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m \u001b[39;49;00m\u001b[37m# the columns() method returns a list of\u001b[39;49;00m\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m \u001b[39;49;00m\u001b[37m# Column objects, each of which contains\u001b[39;49;00m\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m \u001b[39;49;00m\u001b[37m# information about one column in the data.\u001b[39;49;00m\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m \u001b[39;49;00m\u001b[34mfor\u001b[39;49;00m\u001b[37m \u001b[39;49;00mcol\u001b[37m \u001b[39;49;00m\u001b[35min\u001b[39;49;00m\u001b[37m \u001b[39;49;00mcols:\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m \u001b[39;49;00mcol\u001b[37m \u001b[39;49;00m=\u001b[37m \u001b[39;49;00mcol.name\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m \u001b[39;49;00mmask\u001b[37m \u001b[39;49;00m=\u001b[37m \u001b[39;49;00mdtable[:,\u001b[37m \u001b[39;49;00mcol]\u001b[37m \u001b[39;49;00m%\u001b[37m \u001b[39;49;00m\u001b[34m2\u001b[39;49;00m\u001b[37m \u001b[39;49;00m!=\u001b[37m \u001b[39;49;00m\u001b[34m0\u001b[39;49;00m\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m \u001b[39;49;00mdtable[mask,\u001b[37m \u001b[39;49;00mcol]\u001b[37m \u001b[39;49;00m=\u001b[37m \u001b[39;49;00mnp.nan\u001b[37m\u001b[39;49;00m\n" ] } ], "source": [ "cat plugin_1.py | pygmentize" ] }, { "cell_type": "markdown", "id": "6ab969ba", "metadata": {}, "source": [ "To use our custom cleaner function, we simply pass our plugin file to FUNPACK\n", "using the `--plugin_file` (`-p` for short) option:" ] }, { "cell_type": "code", "execution_count": 61, "id": "f5b85f2b", "metadata": { "execution": { "iopub.execute_input": "2024-05-15T13:34:15.063241Z", "iopub.status.busy": "2024-05-15T13:34:15.062895Z", "iopub.status.idle": "2024-05-15T13:34:16.108628Z", "shell.execute_reply": "2024-05-15T13:34:16.107722Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "eid\t1-0.0\t2-0.0\t3-0.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "1\t28.0\t\t18.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2\t12.0\t\t63.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "3\t\t60.0\t95.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "4\t36.0\t80.0\t38.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "5\t\t\t36.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "6\t4.0\t\t71.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "7\t20.0\t\t88.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "8\t58.0\t64.0\t65.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "9\t\t\t26.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "10\t36.0\t\t22.0\n" ] } ], "source": [ "funpack -p plugin_1.py -cl 1 drop_odd_values -cl 2 drop_odd_values out.tsv data_20.tsv\n", "cat out.tsv" ] }, { "cell_type": "markdown", "id": "d36dc6d2", "metadata": {}, "source": [ "### Custom processing functions\n", "\n", "\n", "Recall that **cleaning** functions are applied independently to each column,\n", "whereas **processing** functions may be applied to multiple columns\n", "simultaneously, and may add and/or remove columns. Let's say we want to derive\n", "a new column from columns `1-0.0` and `2-0.0` in our example data set. Our\n", "plugin file might look like this:" ] }, { "cell_type": "code", "execution_count": 62, "id": "656a4ea8", "metadata": { "execution": { "iopub.execute_input": "2024-05-15T13:34:16.112808Z", "iopub.status.busy": "2024-05-15T13:34:16.112048Z", "iopub.status.idle": "2024-05-15T13:34:16.504433Z", "shell.execute_reply": "2024-05-15T13:34:16.503455Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m#!/usr/bin/env python\u001b[39;49;00m\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[34mimport\u001b[39;49;00m\u001b[37m \u001b[39;49;00m\u001b[04m\u001b[36mitertools\u001b[39;49;00m\u001b[37m \u001b[39;49;00m\u001b[34mas\u001b[39;49;00m\u001b[37m \u001b[39;49;00m\u001b[04m\u001b[36mit\u001b[39;49;00m\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[34mfrom\u001b[39;49;00m\u001b[37m \u001b[39;49;00m\u001b[04m\u001b[36mfunpack\u001b[39;49;00m\u001b[37m \u001b[39;49;00m\u001b[34mimport\u001b[39;49;00m\u001b[37m \u001b[39;49;00mprocessor\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m# Processor functions are passed:\u001b[39;49;00m\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m#\u001b[39;49;00m\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m# - dtable: An object which provides access to the data set.\u001b[39;49;00m\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m# - vid: The variable ID of the column(s) to be cleaned.\u001b[39;49;00m\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m#\u001b[39;49;00m\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m# Processor functions can do any of the following:\u001b[39;49;00m\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m#\u001b[39;49;00m\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m# - modify existing columns in place,\u001b[39;49;00m\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m# - return a list of columns that should be removed\u001b[39;49;00m\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m# - return a list of columns that should be added\u001b[39;49;00m\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[90m@processor\u001b[39;49;00m()\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[34mdef\u001b[39;49;00m\u001b[37m \u001b[39;49;00m\u001b[32msum_squares\u001b[39;49;00m(dtable,\u001b[37m \u001b[39;49;00mvids):\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m \u001b[39;49;00mcols\u001b[37m \u001b[39;49;00m=\u001b[37m \u001b[39;49;00mit.chain(*[dtable.columns(v)\u001b[37m \u001b[39;49;00m\u001b[34mfor\u001b[39;49;00m\u001b[37m \u001b[39;49;00mv\u001b[37m \u001b[39;49;00m\u001b[35min\u001b[39;49;00m\u001b[37m \u001b[39;49;00mvids])\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m \u001b[39;49;00mseries\u001b[37m \u001b[39;49;00m=\u001b[37m \u001b[39;49;00m[dtable[:,\u001b[37m \u001b[39;49;00mc.name]\u001b[37m \u001b[39;49;00m\u001b[34mfor\u001b[39;49;00m\u001b[37m \u001b[39;49;00mc\u001b[37m \u001b[39;49;00m\u001b[35min\u001b[39;49;00m\u001b[37m \u001b[39;49;00mcols]\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m \u001b[39;49;00msquares\u001b[37m \u001b[39;49;00m=\u001b[37m \u001b[39;49;00m[s\u001b[37m \u001b[39;49;00m*\u001b[37m \u001b[39;49;00ms\u001b[37m \u001b[39;49;00m\u001b[34mfor\u001b[39;49;00m\u001b[37m \u001b[39;49;00ms\u001b[37m \u001b[39;49;00m\u001b[35min\u001b[39;49;00m\u001b[37m \u001b[39;49;00mseries]\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m \u001b[39;49;00msumsq\u001b[37m \u001b[39;49;00m=\u001b[37m \u001b[39;49;00m\u001b[36msum\u001b[39;49;00m(squares)\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m \u001b[39;49;00msumsq.name\u001b[37m \u001b[39;49;00m=\u001b[37m \u001b[39;49;00m\u001b[33m'\u001b[39;49;00m\u001b[33msum_square(\u001b[39;49;00m\u001b[33m{}\u001b[39;49;00m\u001b[33m)\u001b[39;49;00m\u001b[33m'\u001b[39;49;00m.format(\u001b[33m'\u001b[39;49;00m\u001b[33m,\u001b[39;49;00m\u001b[33m'\u001b[39;49;00m.join([\u001b[36mstr\u001b[39;49;00m(v)\u001b[37m \u001b[39;49;00m\u001b[34mfor\u001b[39;49;00m\u001b[37m \u001b[39;49;00mv\u001b[37m \u001b[39;49;00m\u001b[35min\u001b[39;49;00m\u001b[37m \u001b[39;49;00mvids]))\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m \u001b[39;49;00m\u001b[37m# The value returned by a processor function differs\u001b[39;49;00m\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m \u001b[39;49;00m\u001b[37m# depending on what it wishes to do. In this case,\u001b[39;49;00m\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m \u001b[39;49;00m\u001b[37m# we are returning a list of new pandas.Series to be\u001b[39;49;00m\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m \u001b[39;49;00m\u001b[37m# added as columns, and a list of integer variable\u001b[39;49;00m\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m \u001b[39;49;00m\u001b[37m# IDs, one for each new column. The variable IDs are\u001b[39;49;00m\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m \u001b[39;49;00m\u001b[37m# optional, so we are just returning None instead.\u001b[39;49;00m\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m \u001b[39;49;00m\u001b[34mreturn\u001b[39;49;00m\u001b[37m \u001b[39;49;00m[sumsq],\u001b[37m \u001b[39;49;00m\u001b[34mNone\u001b[39;49;00m\u001b[37m\u001b[39;49;00m\n" ] } ], "source": [ "cat plugin_2.py | pygmentize" ] }, { "cell_type": "markdown", "id": "790f910a", "metadata": {}, "source": [ "Again, to use our plugin, we pass it to FUNPACK via the `--plugin`/`-p`\n", "option:" ] }, { "cell_type": "code", "execution_count": 63, "id": "6059c940", "metadata": { "execution": { "iopub.execute_input": "2024-05-15T13:34:16.508595Z", "iopub.status.busy": "2024-05-15T13:34:16.507884Z", "iopub.status.idle": "2024-05-15T13:34:17.547445Z", "shell.execute_reply": "2024-05-15T13:34:17.546469Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "eid\t1-0.0\t2-0.0\t3-0.0\tsum_square(1,2)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "1\t28\t65\t18.0\t5009\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2\t12\t71\t63.0\t5185\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "3\t17\t60\t95.0\t3889\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "4\t36\t80\t38.0\t7696\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "5\t91\t55\t36.0\t11306\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "6\t4\t97\t71.0\t9425\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "7\t20\t3\t88.0\t409\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "8\t58\t64\t65.0\t7460\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "9\t87\t27\t26.0\t8298\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "10\t36\t17\t22.0\t1585\n" ] } ], "source": [ "funpack -p plugin_2.py -apr \"1,2\" \"sum_squares\" out.tsv data_20.tsv\n", "cat out.tsv" ] }, { "cell_type": "markdown", "id": "bd491666", "metadata": {}, "source": [ "### Custom file loaders\n", "\n", "\n", "You might want to load some auxillary data which is in an awkward format that\n", "cannot be automatically parsed by FUNPACK. For example, you may have a file\n", "which has acquisition date information separated into *year*, *month* and\n", "*day* columns, e.g.:" ] }, { "cell_type": "code", "execution_count": 64, "id": "96c30729", "metadata": { "execution": { "iopub.execute_input": "2024-05-15T13:34:17.551441Z", "iopub.status.busy": "2024-05-15T13:34:17.550851Z", "iopub.status.idle": "2024-05-15T13:34:17.658473Z", "shell.execute_reply": "2024-05-15T13:34:17.657579Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "eid\tyear\tmonth\tday\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "1\t2018\t6\t1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2\t2018\t6\t17\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "3\t2018\t7\t5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "4\t2018\t3\t11\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "5\t2018\t2\t21\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "6\t2018\t8\t8\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "7\t2018\t11\t30\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "8\t2018\t12\t5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "9\t2018\t4\t13\n" ] } ], "source": [ "cat data_21.tsv" ] }, { "cell_type": "markdown", "id": "19d763d5", "metadata": {}, "source": [ "These three columns would be better loaded as a single column. So we can write a\n", "plugin to load this file for us. We need to write two functions:\n", "\n", " * A \"sniffer\" function, which returns information about the columns contained\n", " in the file.\n", " * A \"loader\" function which loads the file, returning it as a\n", " `pandas.DataFrame`." ] }, { "cell_type": "code", "execution_count": 65, "id": "e788cf37", "metadata": { "execution": { "iopub.execute_input": "2024-05-15T13:34:17.662185Z", "iopub.status.busy": "2024-05-15T13:34:17.661897Z", "iopub.status.idle": "2024-05-15T13:34:18.060742Z", "shell.execute_reply": "2024-05-15T13:34:18.059798Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m#!/usr/bin/env python\u001b[39;49;00m\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[34mimport\u001b[39;49;00m\u001b[37m \u001b[39;49;00m\u001b[04m\u001b[36mpandas\u001b[39;49;00m\u001b[37m \u001b[39;49;00m\u001b[34mas\u001b[39;49;00m\u001b[37m \u001b[39;49;00m\u001b[04m\u001b[36mpd\u001b[39;49;00m\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[34mfrom\u001b[39;49;00m\u001b[37m \u001b[39;49;00m\u001b[04m\u001b[36mfunpack\u001b[39;49;00m\u001b[37m \u001b[39;49;00m\u001b[34mimport\u001b[39;49;00m\u001b[37m \u001b[39;49;00msniffer,\u001b[37m \u001b[39;49;00mloader,\u001b[37m \u001b[39;49;00mColumn\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m# Sniffer and loader functions are defined in\u001b[39;49;00m\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m# pairs. A pair is denoted by its functions\u001b[39;49;00m\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m# being given the same label, passed to the\u001b[39;49;00m\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m# @sniffer/@loader decorators\u001b[39;49;00m\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m# (\"my_datefile_loader\" in this example). The\u001b[39;49;00m\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m# function names are irrelevant.\u001b[39;49;00m\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[90m@sniffer\u001b[39;49;00m(\u001b[33m'\u001b[39;49;00m\u001b[33mmy_datefile_loader\u001b[39;49;00m\u001b[33m'\u001b[39;49;00m)\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[34mdef\u001b[39;49;00m\u001b[37m \u001b[39;49;00m\u001b[32mcolumns_datefile\u001b[39;49;00m(infile):\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m \u001b[39;49;00m\u001b[37m# A sniifer function must return a\u001b[39;49;00m\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m \u001b[39;49;00m\u001b[37m# sequence of Column objects which\u001b[39;49;00m\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m \u001b[39;49;00m\u001b[37m# describe the file (after it has\u001b[39;49;00m\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m \u001b[39;49;00m\u001b[37m# been loaded by the loader function).\u001b[39;49;00m\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m \u001b[39;49;00m\u001b[37m#\u001b[39;49;00m\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m \u001b[39;49;00m\u001b[37m# The values passed to a Column object\u001b[39;49;00m\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m \u001b[39;49;00m\u001b[37m# are:\u001b[39;49;00m\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m \u001b[39;49;00m\u001b[37m# - file name\u001b[39;49;00m\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m \u001b[39;49;00m\u001b[37m# - column name\u001b[39;49;00m\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m \u001b[39;49;00m\u001b[37m# - column index (starting from 0)\u001b[39;49;00m\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m \u001b[39;49;00m\u001b[34mreturn\u001b[39;49;00m\u001b[37m \u001b[39;49;00m[Column(infile,\u001b[37m \u001b[39;49;00m\u001b[33m'\u001b[39;49;00m\u001b[33meid\u001b[39;49;00m\u001b[33m'\u001b[39;49;00m,\u001b[37m \u001b[39;49;00m\u001b[34m0\u001b[39;49;00m),\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m \u001b[39;49;00mColumn(infile,\u001b[37m \u001b[39;49;00m\u001b[33m'\u001b[39;49;00m\u001b[33macquisition_date\u001b[39;49;00m\u001b[33m'\u001b[39;49;00m,\u001b[37m \u001b[39;49;00m\u001b[34m1\u001b[39;49;00m)]\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[90m@loader\u001b[39;49;00m(\u001b[33m'\u001b[39;49;00m\u001b[33mmy_datefile_loader\u001b[39;49;00m\u001b[33m'\u001b[39;49;00m)\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[34mdef\u001b[39;49;00m\u001b[37m \u001b[39;49;00m\u001b[32mload_datefile\u001b[39;49;00m(infile):\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m \u001b[39;49;00m\u001b[34mdef\u001b[39;49;00m\u001b[37m \u001b[39;49;00m\u001b[32mcreate_date\u001b[39;49;00m(row):\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m \u001b[39;49;00m\u001b[34mreturn\u001b[39;49;00m\u001b[37m \u001b[39;49;00mpd.Timestamp(row[\u001b[33m'\u001b[39;49;00m\u001b[33myear\u001b[39;49;00m\u001b[33m'\u001b[39;49;00m],\u001b[37m \u001b[39;49;00mrow[\u001b[33m'\u001b[39;49;00m\u001b[33mmonth\u001b[39;49;00m\u001b[33m'\u001b[39;49;00m],\u001b[37m \u001b[39;49;00mrow[\u001b[33m'\u001b[39;49;00m\u001b[33mday\u001b[39;49;00m\u001b[33m'\u001b[39;49;00m])\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m \u001b[39;49;00mdf\u001b[37m \u001b[39;49;00m=\u001b[37m \u001b[39;49;00mpd.read_csv(infile,\u001b[37m \u001b[39;49;00mindex_col=\u001b[34m0\u001b[39;49;00m,\u001b[37m \u001b[39;49;00mdelim_whitespace=\u001b[34mTrue\u001b[39;49;00m)\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m \u001b[39;49;00mdf[\u001b[33m'\u001b[39;49;00m\u001b[33macquisition_date\u001b[39;49;00m\u001b[33m'\u001b[39;49;00m]\u001b[37m \u001b[39;49;00m=\u001b[37m \u001b[39;49;00mdf.apply(create_date,\u001b[37m \u001b[39;49;00maxis=\u001b[34m1\u001b[39;49;00m)\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m \u001b[39;49;00mdf.drop([\u001b[33m'\u001b[39;49;00m\u001b[33myear\u001b[39;49;00m\u001b[33m'\u001b[39;49;00m,\u001b[37m \u001b[39;49;00m\u001b[33m'\u001b[39;49;00m\u001b[33mmonth\u001b[39;49;00m\u001b[33m'\u001b[39;49;00m,\u001b[37m \u001b[39;49;00m\u001b[33m'\u001b[39;49;00m\u001b[33mday\u001b[39;49;00m\u001b[33m'\u001b[39;49;00m],\u001b[37m \u001b[39;49;00maxis=\u001b[34m1\u001b[39;49;00m,\u001b[37m \u001b[39;49;00minplace=\u001b[34mTrue\u001b[39;49;00m)\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m\u001b[39;49;00m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[37m \u001b[39;49;00m\u001b[34mreturn\u001b[39;49;00m\u001b[37m \u001b[39;49;00mdf\u001b[37m\u001b[39;49;00m\n" ] } ], "source": [ "cat plugin_3.py | pygmentize" ] }, { "cell_type": "markdown", "id": "0441b73c", "metadata": {}, "source": [ "And to see it in action:" ] }, { "cell_type": "code", "execution_count": 66, "id": "087c0571", "metadata": { "execution": { "iopub.execute_input": "2024-05-15T13:34:18.064524Z", "iopub.status.busy": "2024-05-15T13:34:18.064224Z", "iopub.status.idle": "2024-05-15T13:34:19.086710Z", "shell.execute_reply": "2024-05-15T13:34:19.085760Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/builds/fsl/funpack/funpack/scripts/demo/plugin_3.py:36: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\\s+'`` instead\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " df = pd.read_csv(infile, index_col=0, delim_whitespace=True)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "eid\tacquisition_date\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "1\t2018-06-01T00:00:00\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2\t2018-06-17T00:00:00\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "3\t2018-07-05T00:00:00\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "4\t2018-03-11T00:00:00\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "5\t2018-02-21T00:00:00\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "6\t2018-08-08T00:00:00\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "7\t2018-11-30T00:00:00\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "8\t2018-12-05T00:00:00\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "9\t2018-04-13T00:00:00\n" ] } ], "source": [ "funpack -p plugin_3.py -l data_21.tsv my_datefile_loader out.tsv data_21.tsv\n", "cat out.tsv" ] }, { "cell_type": "markdown", "id": "a6513d7f", "metadata": {}, "source": [ "## Miscellaneous topics\n", "\n", "\n", "### Non-numeric data\n", "\n", "\n", "Many UK Biobank variables contain non-numeric data, such as alpha-numeric\n", "codes and unstructured text. If you want to select subjects on the basis of\n", "such columns, [variable expressions](#Selecting-subjects-by-variable-value)\n", "contain some simple mechanisms for doing so. Here is an example of a file\n", "containing both numeric and non-numeric data:" ] }, { "cell_type": "code", "execution_count": 67, "id": "9ee784de", "metadata": { "execution": { "iopub.execute_input": "2024-05-15T13:34:19.090798Z", "iopub.status.busy": "2024-05-15T13:34:19.090068Z", "iopub.status.idle": "2024-05-15T13:34:19.200547Z", "shell.execute_reply": "2024-05-15T13:34:19.199694Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "eid 1-0.0 2-0.0 3-0.0 4-0.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "1 A481 54 red green blue 0.6\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2 A590 24 yellow aqua 3.2\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "3 B391 17 brown black purple 1.4\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "4 D596 77 green 7.3\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "5 Z980 26 white red 5.1\n" ] } ], "source": [ "cat data_22.tsv | column -t -s $'\\t'" ] }, { "cell_type": "markdown", "id": "72edcac4", "metadata": {}, "source": [ "Let's say we are only interested in subjects where variable 1 contains a value\n", "in the `A` category:\n", "\n", "\n", "> Note the use of the `-nb` (`--no_builtins`) option here - this tells\n", "> FUNPACK to ignore its built-in variable table, which contains information\n", "> about the type of each UK BioBank variable, and would otherwise interfere\n", "> with this example. You would almost never need to use this option normally." ] }, { "cell_type": "code", "execution_count": 68, "id": "8eb36480", "metadata": { "execution": { "iopub.execute_input": "2024-05-15T13:34:19.204274Z", "iopub.status.busy": "2024-05-15T13:34:19.203992Z", "iopub.status.idle": "2024-05-15T13:34:20.057729Z", "shell.execute_reply": "2024-05-15T13:34:20.056831Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "eid\t1-0.0\t2-0.0\t3-0.0\t4-0.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "1\tA481\t54\tred green blue\t0.6\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2\tA590\t24\tyellow aqua\t3.2\n" ] } ], "source": [ "funpack -nb -s \"v1 contains 'A'\" out.tsv data_22.tsv\n", "cat out.tsv" ] }, { "cell_type": "markdown", "id": "0e812b69", "metadata": {}, "source": [ "By default, FUNPACK will save columns containing non-numeric data to the\n", "main output file, just like any other column. However, there are a couple of\n", "options you can use to control what FUNPACK does with non-numeric data.\n", "\n", "\n", "If you only care about numeric columns, you can use the\n", "`--suppress_non_numerics` option (`-esn` for short) - this tells FUNPACK to\n", "discard all columns that are not numeric:" ] }, { "cell_type": "code", "execution_count": 69, "id": "a7229784", "metadata": { "execution": { "iopub.execute_input": "2024-05-15T13:34:20.061493Z", "iopub.status.busy": "2024-05-15T13:34:20.061207Z", "iopub.status.idle": "2024-05-15T13:34:20.921475Z", "shell.execute_reply": "2024-05-15T13:34:20.920539Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "eid\t2-0.0\t4-0.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "1\t54\t0.6\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2\t24\t3.2\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "3\t17\t1.4\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "4\t77\t7.3\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "5\t26\t5.1\n" ] } ], "source": [ "funpack -nb -esn out.tsv data_22.tsv\n", "cat out.tsv" ] }, { "cell_type": "markdown", "id": "9a91ac4d", "metadata": {}, "source": [ "You can also tell FUNPACK to save all non-numeric columns to a separate file,\n", "using the `--write_non_numerics` option (`-wnn` for short):" ] }, { "cell_type": "code", "execution_count": 70, "id": "4eb28cf1", "metadata": { "execution": { "iopub.execute_input": "2024-05-15T13:34:20.925706Z", "iopub.status.busy": "2024-05-15T13:34:20.924991Z", "iopub.status.idle": "2024-05-15T13:34:21.842461Z", "shell.execute_reply": "2024-05-15T13:34:21.841535Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "eid\t2-0.0\t4-0.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "1\t54\t0.6\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2\t24\t3.2\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "3\t17\t1.4\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "4\t77\t7.3\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "5\t26\t5.1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "eid\t1-0.0\t3-0.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "1\tA481\tred green blue\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2\tA590\tyellow aqua\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "3\tB391\tbrown black purple\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "4\tD596\tgreen\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "5\tZ980\twhite red\n" ] } ], "source": [ "funpack -nb -esn -wnn out.tsv data_22.tsv\n", "cat out.tsv\n", "cat out_non_numerics.tsv" ] }, { "cell_type": "markdown", "id": "b951db8b", "metadata": {}, "source": [ "### Dry run\n", "\n", "\n", "The `--dry_run` (`-d` for short) option allows you to see what FUNPACK is\n", "going to do - it is useful to perform a dry run before running a large\n", "processing job, which could take a long time. For example, if we have a\n", "complicated configuration such as the following, we can use the `--dry_run`\n", "option to check that FUNPACK is going to do what we expect:" ] }, { "cell_type": "code", "execution_count": 71, "id": "7847bcca", "metadata": { "execution": { "iopub.execute_input": "2024-05-15T13:34:21.846673Z", "iopub.status.busy": "2024-05-15T13:34:21.845942Z", "iopub.status.idle": "2024-05-15T13:34:23.053971Z", "shell.execute_reply": "2024-05-15T13:34:23.053024Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "funpack 3.8.1 dry run\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Input data\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Loaded columns: 11\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Ignored columns: 0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Unknown columns: 10\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Uncategorised columns: 0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Loaded variables: 11\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Cleaning\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " NA Insertion: True\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1: [7.0, 8.0, 9.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Cleaning functions: True\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 4: [makeNa[cleaner](< 50)]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Child value replacement: True\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 3: [v4 != 20] -> [25.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Categorical recoding: True\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2: [1.0, 2.0, 3.0] -> [100.0, 200.0, 300.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Processing: True\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1: ['all' list([])] -> [removeIfSparse[processor](minpres=0.5)]\n" ] } ], "source": [ "funpack \\\n", " -nb -d \\\n", " -nv 1 \"7,8,9\" \\\n", " -re 2 \"1,2,3\" \"100,200,300\" \\\n", " -cv 3 \"v4 != 20\" \"25\" \\\n", " -cl 4 \"makeNa('< 50')\" \\\n", " -apr all \"removeIfSparse(minpres=0.5)\" \\\n", " out.tsv data_01.tsv" ] }, { "cell_type": "markdown", "id": "dade2ce2", "metadata": {}, "source": [ "### Built-in rules\n", "\n", "\n", "FUNPACK has a large number of hand-crafted rules built in, which are\n", "specific to variables found in the UK BioBank data set. These rules are part\n", "of the `fmrib` configuration, which can be used by adding `-cfg fmrib` to\n", "the command-line options.\n", "\n", "\n", "We can use the `--dry_run` (`-d` for short) option, along with some dummy data\n", "files which just contain the UK BioBank column names, to get a summary of\n", "these rules:" ] }, { "cell_type": "code", "execution_count": 72, "id": "aeef15b4", "metadata": { "execution": { "iopub.execute_input": "2024-05-15T13:34:23.058066Z", "iopub.status.busy": "2024-05-15T13:34:23.057778Z", "iopub.status.idle": "2024-05-15T13:35:22.702647Z", "shell.execute_reply": "2024-05-15T13:35:22.701444Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "funpack 3.8.1 dry run\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Input data\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Loaded columns: 25198\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Ignored columns: 0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Unknown columns: 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Uncategorised columns: 1401\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Loaded variables: 7240\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Cleaning\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " NA Insertion: True\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 19: [3.0, 6.0, 7.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21: [-1.0, 4.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 23: [6.0, 7.0, 9.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 84: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 87: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 92: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 129: [-1.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130: [-1.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 400: [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 670: [-3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 680: [-3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 699: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 709: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 728: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 738: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 757: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 767: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 777: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 796: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 806: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 816: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 826: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 845: [-1.0, -2.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 864: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 874: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 884: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 894: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 904: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 914: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 924: [-3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 943: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 971: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 981: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 991: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1001: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1011: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1021: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1031: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1050: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1060: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1070: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1080: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1090: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1100: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1110: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1120: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1130: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1140: [-1.0, -3.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1150: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1160: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1170: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1180: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1190: [-3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1200: [-3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1210: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1220: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1239: [-3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1249: [-3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1259: [-3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1269: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1279: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1289: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1299: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1309: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1319: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1329: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1339: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1349: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1359: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1369: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1379: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1389: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1408: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1418: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1428: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1438: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1448: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1458: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1468: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1478: [-3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1488: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1498: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1508: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1518: [-3.0, -2.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1528: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1538: [-3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1548: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1558: [-3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1568: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1578: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1588: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1598: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1608: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1618: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1628: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1647: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1677: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1687: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1697: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1707: [-3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1717: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1727: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1737: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1747: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1757: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1767: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1777: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1787: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1797: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1807: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1835: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1845: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1873: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1883: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1920: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1930: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1940: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1950: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1960: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1970: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1980: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1990: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2000: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2010: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2020: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2030: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2040: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2050: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2060: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2070: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2080: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2090: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2100: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2110: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2139: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2149: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2159: [-3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2178: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2188: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2207: [-3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2217: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2227: [-3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2237: [-3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2247: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2257: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2267: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2277: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2296: [-3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2306: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2316: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2335: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2345: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2355: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2365: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2375: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2385: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2395: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2405: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2415: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2443: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2453: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2463: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2473: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2492: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2624: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2634: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2644: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2654: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2664: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2674: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2684: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2694: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2704: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2714: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2724: [-3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2734: [-3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2744: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2754: [-3.0, -4.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2764: [-3.0, -4.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2774: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2784: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2794: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2804: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2814: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2824: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2834: [-3.0, -5.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2844: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2867: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2877: [-3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2887: [-1.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2897: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2907: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2926: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2936: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2946: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2956: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2966: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2976: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2986: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 3005: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 3166: [Timestamp('1900-01-01 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 3393: [-3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 3404: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 3414: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 3426: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 3436: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 3446: [-3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 3456: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 3466: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 3476: [-3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 3486: [-3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 3496: [-3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 3506: [-3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 3526: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 3536: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 3546: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 3571: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 3581: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 3591: [-3.0, -5.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 3606: [-3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 3616: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 3627: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 3637: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 3647: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 3659: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 3669: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 3680: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 3700: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 3710: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 3720: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 3731: [-3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 3741: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 3751: [-3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 3761: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 3773: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 3786: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 3799: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 3809: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 3829: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 3839: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 3849: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 3859: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 3872: [-3.0, -4.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 3882: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 3894: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 3912: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 3942: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 3972: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 3982: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 3992: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 4012: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 4022: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 4041: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 4056: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 4067: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 4081: [-1.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 4092: [3.0, 6.0, 7.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 4095: [3.0, 6.0, 7.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 4186: [6.0, 7.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 4233: [-99999.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 4237: [-1.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 4244: [-99999.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 4247: [-1.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 4282: [-1.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 4283: [-1.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 4407: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 4418: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 4429: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 4440: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 4451: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 4462: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 4501: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 4526: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 4537: [-1.0, -3.0, 7.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 4548: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 4559: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 4570: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 4581: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 4598: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 4609: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 4620: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 4631: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 4642: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 4653: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 4674: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 4689: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 4700: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 4717: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 4728: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 4792: [-3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 4803: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 4814: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 4825: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 4836: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 4935: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 4946: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 4957: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 4968: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 4979: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 4990: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 5001: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 5012: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 5057: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 5185: [6.0, 7.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 5187: [6.0, 7.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 5189: [6.0, 7.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 5191: [6.0, 7.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 5194: [6.0, 7.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 5196: [6.0, 7.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 5364: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 5375: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 5386: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 5430: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 5452: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 5463: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 5474: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 5485: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 5496: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 5507: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 5518: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 5529: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 5540: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 5556: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 5663: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 5674: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 5699: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 5779: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 5790: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 5866: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 5901: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 5923: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 5945: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 5959: [-3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 6019: [6.0, 7.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 6070: [6.0, 7.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 6072: [6.0, 7.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 6138: [-7.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 6139: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 6140: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 6141: [-3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 6142: [-3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 6143: [-3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 6144: [-3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 6145: [-3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 6146: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 6147: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 6148: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 6149: [-3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 6150: [-3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 6151: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 6152: [-3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 6153: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 6154: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 6155: [-3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 6157: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 6158: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 6159: [-3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 6160: [-3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 6162: [-3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 6164: [-3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 6177: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 6179: [-3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 6183: [-1.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 6194: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 6348: [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 6350: [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 10004: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 10005: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 10006: [-3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 10007: [-3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 10016: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 10105: [-3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 10114: [-3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 10115: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 10132: [-3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 10138: [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 10612: [-1.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 10711: [9.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 10721: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 10722: [-3.0, -7.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 10723: [-3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 10740: [-3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 10749: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 10767: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 10776: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 10793: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 10818: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 10827: [-1.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 10844: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 10853: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 10854: [-3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 10855: [-3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 10860: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 10877: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 10886: [-1.0, -3.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 10895: [-3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 10912: [-3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 10953: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 10962: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 10971: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 12706: [1.0, 99.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20006: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20007: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20008: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20009: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20010: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20011: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20012: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20013: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20014: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20107: [-11.0, -13.0, -21.0, -23.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20110: [-11.0, -13.0, -21.0, -23.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20111: [-11.0, -13.0, -21.0, -23.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20112: [-11.0, -13.0, -21.0, -23.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20113: [-11.0, -13.0, -21.0, -23.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20114: [-11.0, -13.0, -21.0, -23.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20116: [-3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20117: [-3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20119: [-3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20133: [-1.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20149: [-1.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20155: [-1.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20401: [-121.0, -818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20403: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20404: [-121.0, -818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20405: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20406: [-121.0, -818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20407: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20408: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20409: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20410: [-121.0, -818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20411: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20412: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20414: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20415: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20416: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20417: [-121.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20418: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20419: [-121.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20421: [-121.0, -818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20422: [-121.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20423: [-121.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20425: [-121.0, -818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20426: [-121.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20427: [-121.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20428: [-121.0, -818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20429: [-121.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20431: [-121.0, -818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20432: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20433: [-121.0, -818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20434: [-121.0, -818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20435: [-121.0, -818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20436: [-121.0, -818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20437: [-121.0, -818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20438: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20439: [-121.0, -818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20440: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20441: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20442: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20445: [-818.0, -313.0, -121.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20446: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20447: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20448: [-121.0, -818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20449: [-121.0, -818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20450: [-121.0, -818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20453: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20454: [-121.0, -818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20456: [-121.0, -818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20457: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20458: [-121.0, -818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20459: [-121.0, -818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20460: [-121.0, -818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20463: [-121.0, -818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20465: [-121.0, -818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20466: [-121.0, -818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20467: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20468: [-121.0, -818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20470: [-121.0, -818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20471: [-121.0, -818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20473: [-121.0, -818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20474: [-121.0, -818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20476: [-121.0, -818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20477: [-121.0, -818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20479: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20480: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20481: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20482: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20483: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20484: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20485: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20486: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20487: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20488: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20489: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20490: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20491: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20492: [-121.0, -818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20493: [-121.0, -818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20494: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20495: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20496: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20497: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20498: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20499: [-121.0, -818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20500: [-121.0, -818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20501: [-121.0, -818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20502: [-121.0, -818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20505: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20506: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20507: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20508: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20509: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20510: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20511: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20512: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20513: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20514: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20515: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20516: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20517: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20518: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20519: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20520: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20521: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20522: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20523: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20524: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20525: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20526: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20527: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20528: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20529: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20530: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20531: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20532: [-121.0, -818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20536: [-121.0, -818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20537: [-121.0, -818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20538: [-121.0, -818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20539: [-121.0, -818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20540: [-121.0, -818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20541: [-121.0, -818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20542: [-121.0, -818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20543: [-121.0, -818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20544: [-818.0, -819.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20546: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20547: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20548: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20549: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20550: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20551: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20553: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20554: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21000: [-1.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21024: [-121.0, -818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21025: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21026: [-313.0, -818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21027: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21028: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21029: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21030: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21031: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21032: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21033: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21034: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21035: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21036: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21037: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21038: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21039: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21040: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21041: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21042: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21043: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21044: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21045: [-313.0, -818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21046: [Timestamp('1910-01-01 00:00:00'), Timestamp('1920-01-01 00:00:00'), Timestamp('1930-01-01 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21047: [-313.0, -818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21048: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21049: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21050: [-313.0, -818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21051: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21052: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21053: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21054: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21055: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21056: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21057: [-313.0, -818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21058: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21059: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21060: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21061: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21062: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21063: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21064: [-121.0, -818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21065: [-121.0, -818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21066: [-121.0, -818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21067: [-121.0, -818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21068: [-121.0, -818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21069: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21070: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21071: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21072: [-818.0, -906.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21073: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21074: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21075: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21076: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 22021: [-1.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 22499: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 22501: [-1.0, -2.0, -3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 22506: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 22508: [-818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 22603: [-313.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 22606: [-121.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 22607: [-121.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 22608: [-121.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 22609: [-121.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 22610: [-121.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 22611: [-121.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 22612: [-121.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 22613: [-121.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 22614: [-121.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 22615: [-121.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 22660: [-121.0, -818.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 22664: [-313.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 22670: [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 22671: [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 22672: [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 22673: [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 22674: [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 22675: [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 22676: [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 22677: [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 22678: [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 22679: [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 22680: [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 22681: [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 22700: [Timestamp('1904-04-04 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 25756: [-999999.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 25757: [-999999.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 25758: [-999999.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 25759: [-999999.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 41266: ['9', 'X']\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 41267: [99.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 41276: [99.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 41284: [9999.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 42000: [Timestamp('1900-01-01 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 42002: [Timestamp('1900-01-01 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 42004: [Timestamp('1900-01-01 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 42006: [Timestamp('1900-01-01 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 42008: [Timestamp('1900-01-01 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 42010: [Timestamp('1900-01-01 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 42012: [Timestamp('1900-01-01 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 42014: [Timestamp('1900-01-01 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 42016: [Timestamp('1900-01-01 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 42018: [Timestamp('1900-01-01 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 42020: [Timestamp('1900-01-01 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 42022: [Timestamp('1900-01-01 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 42024: [Timestamp('1900-01-01 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 42026: [Timestamp('1900-01-01 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 42028: [Timestamp('1900-01-01 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 42030: [Timestamp('1900-01-01 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 42032: [Timestamp('1900-01-01 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 42034: [Timestamp('1900-01-01 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 42036: [Timestamp('1900-01-01 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100370: [111.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100380: [111.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100490: [111.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100500: [111.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100900: [111.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100910: [111.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 103120: [222.0, 313.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 103130: [222.0, 313.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130000: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130002: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130004: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130006: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130008: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130010: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130012: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130014: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130016: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130018: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130020: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130022: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130024: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130026: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130028: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130030: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130034: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130036: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130038: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130040: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130042: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130044: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130046: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130048: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130050: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130052: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130054: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130058: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130060: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130062: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130064: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130066: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130068: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130070: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130072: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130074: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130076: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130078: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130080: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130082: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130084: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130086: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130088: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130090: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130092: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130094: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130096: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130100: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130102: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130104: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130106: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130108: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130112: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130114: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130116: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130118: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130120: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130122: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130124: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130126: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130128: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130130: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130132: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130134: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130136: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130138: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130140: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130142: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130144: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130146: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130148: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130150: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130152: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130154: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130156: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130158: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130160: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130162: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130164: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130168: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130170: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130174: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130176: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130178: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130180: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130184: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130186: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130188: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130190: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130192: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130194: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130196: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130198: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130200: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130202: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130204: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130206: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130208: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130210: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130212: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130214: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130216: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130218: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130220: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130222: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130224: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130226: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130228: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130230: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130232: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130234: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130236: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130240: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130242: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130244: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130246: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130248: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130250: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130252: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130254: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130256: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130258: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130260: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130262: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130264: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130266: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130270: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130272: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130274: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130276: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130280: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130282: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130284: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130286: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130288: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130292: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130296: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130298: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130300: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130302: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130304: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130306: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130308: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130310: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130312: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130314: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130316: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130318: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130320: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130322: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130324: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130326: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130328: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130330: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130334: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130336: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130338: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130340: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130342: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130344: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130622: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130624: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130626: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130628: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130630: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130632: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130634: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130636: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130638: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130640: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130642: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130644: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130646: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130648: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130650: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130652: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130654: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130656: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130658: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130660: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130662: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130664: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130666: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130668: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130670: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130672: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130674: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130676: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130678: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130680: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130682: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130684: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130686: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130688: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130692: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130694: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130696: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130698: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130700: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130702: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130704: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130706: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130708: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130710: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130712: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130714: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130716: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130718: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130720: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130722: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130724: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130726: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130728: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130730: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130732: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130734: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130736: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130738: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130740: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130742: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130744: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130746: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130748: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130752: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130756: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130758: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130760: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130762: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130764: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130766: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130768: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130770: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130772: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130774: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130776: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130778: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130780: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130782: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130784: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130786: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130788: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130790: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130792: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130794: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130796: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130798: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130800: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130802: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130804: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130806: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130808: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130810: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130812: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130814: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130816: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130818: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130820: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130822: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130824: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130826: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130828: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130830: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130832: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130836: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130838: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130840: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130842: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130844: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130846: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130848: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130850: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130852: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130854: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130856: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130858: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130860: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130862: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130864: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130866: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130868: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130870: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130872: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130874: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130876: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130878: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130880: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130882: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130884: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130886: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130888: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130890: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130892: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130894: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130896: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130898: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130900: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130902: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130904: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130906: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130908: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130910: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130912: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130914: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130916: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130918: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130920: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130922: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130924: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130926: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130928: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130930: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130932: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130934: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130936: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130938: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130940: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130942: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130944: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130946: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130948: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130950: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130952: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130954: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130958: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130960: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130962: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130964: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130966: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130970: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130972: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130974: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130976: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130978: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130980: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130982: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130984: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130986: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130988: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130990: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130992: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130994: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130996: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130998: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131000: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131002: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131004: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131006: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131008: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131010: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131012: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131014: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131016: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131018: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131020: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131022: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131024: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131026: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131028: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131030: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131032: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131036: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131038: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131040: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131042: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131044: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131046: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131048: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131050: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131052: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131054: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131056: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131058: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131060: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131062: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131064: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131066: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131068: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131070: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131072: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131074: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131076: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131078: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131080: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131082: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131084: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131086: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131088: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131090: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131092: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131094: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131096: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131098: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131100: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131102: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131104: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131106: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131108: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131110: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131112: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131114: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131116: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131118: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131120: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131122: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131124: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131126: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131128: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131130: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131132: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131134: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131136: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131138: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131140: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131142: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131144: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131146: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131148: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131150: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131152: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131154: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131156: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131158: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131160: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131162: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131164: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131166: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131168: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131170: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131172: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131174: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131176: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131178: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131180: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131182: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131184: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131186: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131188: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131190: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131192: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131194: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131196: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131198: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131200: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131202: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131204: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131206: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131208: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131210: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131212: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131214: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131216: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131218: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131220: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131222: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131224: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131226: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131228: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131230: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131232: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131234: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131236: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131238: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131240: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131242: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131244: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131246: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131248: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131250: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131252: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131254: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131256: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131258: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131260: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131262: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131264: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131266: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131268: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131270: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131272: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131274: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131276: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131278: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131280: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131282: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131284: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131286: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131288: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131290: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131292: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131294: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131296: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131298: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131300: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131302: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131304: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131306: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131308: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131310: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131312: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131314: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131316: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131318: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131320: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131322: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131324: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131326: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131328: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131330: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131332: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131334: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131336: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131338: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131340: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131342: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131344: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131346: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131348: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131350: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131352: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131354: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131356: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131358: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131360: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131362: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131364: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131366: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131368: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131370: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131372: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131374: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131376: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131378: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131380: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131382: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131384: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131386: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131388: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131390: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131392: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131394: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131396: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131398: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131400: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131402: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131404: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131406: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131408: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131410: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131412: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131414: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131416: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131418: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131420: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131422: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131424: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131426: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131428: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131430: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131432: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131434: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131436: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131438: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131440: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131442: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131444: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131446: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131448: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131450: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131452: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131454: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131456: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131458: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131460: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131462: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131464: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131466: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131468: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131470: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131472: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131474: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131476: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131478: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131480: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131482: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131484: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131486: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131488: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131490: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131492: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131494: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131496: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131498: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131500: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131502: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131504: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131506: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131508: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131512: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131514: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131516: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131518: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131520: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131522: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131524: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131526: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131528: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131530: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131532: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131534: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131536: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131538: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131540: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131542: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131544: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131546: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131548: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131550: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131552: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131554: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131556: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131558: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131560: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131562: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131564: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131566: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131568: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131570: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131572: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131574: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131576: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131578: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131580: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131582: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131584: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131586: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131588: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131590: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131592: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131594: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131596: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131598: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131600: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131602: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131604: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131606: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131608: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131610: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131612: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131614: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131616: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131618: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131620: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131622: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131624: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131626: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131628: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131630: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131632: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131634: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131636: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131638: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131640: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131642: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131644: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131646: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131648: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131650: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131652: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131654: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131656: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131658: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131660: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131662: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131664: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131666: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131668: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131670: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131672: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131674: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131676: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131678: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131680: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131682: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131684: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131686: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131688: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131690: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131692: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131694: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131696: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131698: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131700: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131702: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131704: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131706: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131708: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131710: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131712: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131714: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131716: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131718: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131720: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131722: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131724: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131726: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131728: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131730: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131732: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131734: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131736: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131738: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131740: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131742: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131744: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131746: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131748: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131750: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131754: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131756: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131758: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131760: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131762: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131764: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131766: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131768: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131770: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131772: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131774: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131776: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131778: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131780: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131782: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131784: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131786: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131788: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131790: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131792: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131794: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131796: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131798: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131800: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131802: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131804: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131806: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131808: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131810: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131812: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131814: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131816: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131818: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131820: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131822: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131824: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131826: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131828: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131830: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131832: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131834: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131836: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131838: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131840: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131842: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131844: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131846: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131848: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131850: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131852: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131854: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131858: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131860: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131862: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131864: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131866: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131868: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131870: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131872: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131874: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131876: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131878: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131880: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131882: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131884: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131886: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131888: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131890: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131892: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131894: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131896: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131898: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131900: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131902: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131904: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131906: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131908: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131910: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131912: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131914: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131916: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131918: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131920: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131922: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131924: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131926: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131928: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131930: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131932: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131934: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131936: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131938: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131940: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131942: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131944: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131946: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131948: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131950: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131952: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131954: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131956: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131958: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131960: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131962: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131964: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131966: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131968: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131970: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131972: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131974: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131976: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131978: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131980: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131982: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131984: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131986: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131988: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131990: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131992: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131994: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131996: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131998: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132000: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132002: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132004: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132006: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132008: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132010: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132012: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132014: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132016: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132018: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132020: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132022: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132024: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132026: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132028: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132030: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132032: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132034: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132036: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132038: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132040: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132042: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132044: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132046: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132048: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132050: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132052: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132054: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132056: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132058: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132060: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132062: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132064: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132066: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132068: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132070: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132072: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132074: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132076: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132078: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132080: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132082: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132084: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132086: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132088: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132090: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132092: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132094: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132096: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132098: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132100: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132102: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132104: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132106: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132108: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132110: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132112: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132114: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132116: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132118: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132120: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132122: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132124: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132126: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132128: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132130: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132132: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132134: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132136: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132138: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132140: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132142: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132144: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132146: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132148: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132150: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132152: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132154: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132156: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132158: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132160: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132162: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132164: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132166: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132168: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132170: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132172: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132174: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132176: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132178: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132180: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132182: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132184: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132186: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132188: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132190: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132192: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132194: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132196: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132198: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132200: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132202: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132204: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132206: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132208: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132210: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132212: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132214: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132216: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132218: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132220: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132222: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132224: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132226: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132228: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132230: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132232: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132234: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132236: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132238: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132240: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132242: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132244: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132246: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132248: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132250: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132252: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132254: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132256: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132258: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132260: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132262: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132264: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132266: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132268: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132270: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132272: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132274: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132276: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132278: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132280: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132282: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132284: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132286: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132288: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132290: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132292: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132294: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132296: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132298: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132300: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132302: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132306: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132310: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132312: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132314: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132318: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132320: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132322: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132324: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132326: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132328: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132330: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132332: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132334: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132336: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132338: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132340: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132342: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132344: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132346: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132348: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132350: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132352: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132354: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132356: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132358: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132360: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132362: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132364: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132366: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132368: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132370: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132372: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132374: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132376: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132378: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132380: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132382: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132388: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132390: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132394: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132396: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132398: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132410: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132416: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132420: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132422: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132426: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132428: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132430: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132432: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132434: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132436: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132438: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132440: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132442: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132444: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132446: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132448: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132450: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132452: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132454: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132456: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132458: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132460: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132462: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132464: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132466: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132468: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132470: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132472: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132474: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132476: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132478: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132480: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132482: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132484: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132486: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132488: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132490: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132492: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132494: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132496: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132498: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132500: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132502: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132504: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132506: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132508: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132510: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132512: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132514: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132516: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132518: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132520: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132522: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132524: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132526: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132528: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132530: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132532: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132534: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132536: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132538: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132540: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132542: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132544: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132546: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132548: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132550: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132552: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132554: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132556: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132558: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132560: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132562: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132564: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132566: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132568: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132570: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132572: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132574: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132576: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132578: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132580: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132582: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132584: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132586: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132588: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132590: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132592: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132594: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132596: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132598: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132600: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132602: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132604: [Timestamp('1900-01-01 00:00:00'), Timestamp('1901-01-01 00:00:00'), Timestamp('1902-02-02 00:00:00'), Timestamp('1903-03-03 00:00:00'), Timestamp('2037-07-07 00:00:00')]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Cleaning functions: True\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 53: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 191: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 200: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 3060: [normalisedAcquisitionTime[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 3066: [parseSpirometryData[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 3166: [normalisedAcquisitionTime[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 4286: [normalisedAcquisitionTime[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 4289: [normalisedAcquisitionTime[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 10697: [parseSpirometryData[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20025: [normalisedAcquisitionTime[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20035: [normalisedAcquisitionTime[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20078: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20134: [normalisedAcquisitionTime[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20135: [normalisedAcquisitionTime[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20136: [normalisedAcquisitionTime[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20137: [normalisedAcquisitionTime[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20138: [normalisedAcquisitionTime[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20140: [normalisedAcquisitionTime[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20400: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21023: [normalisedAcquisitionTime[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21046: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21811: [normalisedAcquisitionTime[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21821: [normalisedAcquisitionTime[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21822: [normalisedAcquisitionTime[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21823: [normalisedAcquisitionTime[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21825: [normalisedAcquisitionTime[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21831: [normalisedAcquisitionTime[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21832: [normalisedAcquisitionTime[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21833: [normalisedAcquisitionTime[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21834: [normalisedAcquisitionTime[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21836: [normalisedAcquisitionTime[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21838: [normalisedAcquisitionTime[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21841: [normalisedAcquisitionTime[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21842: [normalisedAcquisitionTime[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21851: [normalisedAcquisitionTime[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21861: [normalisedAcquisitionTime[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21862: [normalisedAcquisitionTime[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21863: [normalisedAcquisitionTime[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21864: [normalisedAcquisitionTime[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21865: [normalisedAcquisitionTime[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21866: [normalisedAcquisitionTime[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21871: [normalisedAcquisitionTime[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 22500: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 22700: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 23048: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 30002: [normalisedAcquisitionTime[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 30012: [normalisedAcquisitionTime[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 30022: [normalisedAcquisitionTime[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 30032: [normalisedAcquisitionTime[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 30042: [normalisedAcquisitionTime[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 30052: [normalisedAcquisitionTime[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 30062: [normalisedAcquisitionTime[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 30072: [normalisedAcquisitionTime[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 30082: [normalisedAcquisitionTime[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 30092: [normalisedAcquisitionTime[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 30102: [normalisedAcquisitionTime[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 30112: [normalisedAcquisitionTime[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 30122: [normalisedAcquisitionTime[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 30132: [normalisedAcquisitionTime[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 30142: [normalisedAcquisitionTime[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 30152: [normalisedAcquisitionTime[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 30162: [normalisedAcquisitionTime[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 30172: [normalisedAcquisitionTime[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 30182: [normalisedAcquisitionTime[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 30192: [normalisedAcquisitionTime[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 30202: [normalisedAcquisitionTime[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 30212: [normalisedAcquisitionTime[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 30222: [normalisedAcquisitionTime[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 30232: [normalisedAcquisitionTime[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 30242: [normalisedAcquisitionTime[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 30252: [normalisedAcquisitionTime[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 30262: [normalisedAcquisitionTime[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 30272: [normalisedAcquisitionTime[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 30282: [normalisedAcquisitionTime[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 30292: [normalisedAcquisitionTime[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 30302: [normalisedAcquisitionTime[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 30502: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 30512: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 30522: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 30532: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 30601: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 30611: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 30621: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 30631: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 30641: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 30651: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 30661: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 30671: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 30681: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 30691: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 30701: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 30711: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 30721: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 30731: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 30741: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 30751: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 30761: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 30771: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 30781: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 30791: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 30801: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 30811: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 30821: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 30831: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 30841: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 30851: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 30861: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 30871: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 30881: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 30891: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 40000: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 40005: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 41257: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 41260: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 41262: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 41263: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 41268: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 41279: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 41280: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 41281: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 41282: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 41283: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 42000: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 42002: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 42004: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 42006: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 42008: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 42010: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 42012: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 42014: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 42016: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 42018: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 42020: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 42022: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 42024: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 42026: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 42028: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 42030: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 42032: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 42034: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 42036: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 90003: [normalisedAcquisitionTime[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 90010: [normalisedAcquisitionTime[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 90011: [normalisedAcquisitionTime[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 105010: [normalisedAcquisitionTime[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 105030: [normalisedAcquisitionTime[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 110006: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 110008: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130000: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130002: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130004: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130006: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130008: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130010: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130012: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130014: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130016: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130018: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130020: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130022: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130024: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130026: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130028: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130030: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130034: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130036: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130038: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130040: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130042: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130044: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130046: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130048: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130050: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130052: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130054: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130058: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130060: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130062: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130064: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130066: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130068: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130070: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130072: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130074: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130076: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130078: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130080: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130082: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130084: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130086: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130088: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130090: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130092: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130094: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130096: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130100: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130102: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130104: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130106: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130108: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130112: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130114: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130116: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130118: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130120: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130122: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130124: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130126: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130128: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130130: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130132: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130134: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130136: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130138: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130140: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130142: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130144: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130146: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130148: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130150: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130152: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130154: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130156: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130158: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130160: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130162: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130164: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130168: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130170: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130174: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130176: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130178: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130180: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130184: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130186: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130188: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130190: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130192: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130194: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130196: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130198: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130200: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130202: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130204: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130206: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130208: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130210: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130212: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130214: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130216: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130218: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130220: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130222: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130224: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130226: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130228: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130230: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130232: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130234: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130236: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130240: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130242: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130244: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130246: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130248: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130250: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130252: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130254: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130256: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130258: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130260: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130262: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130264: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130266: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130270: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130272: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130274: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130276: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130280: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130282: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130284: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130286: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130288: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130292: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130296: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130298: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130300: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130302: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130304: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130306: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130308: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130310: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130312: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130314: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130316: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130318: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130320: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130322: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130324: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130326: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130328: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130330: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130334: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130336: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130338: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130340: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130342: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130344: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130622: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130624: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130626: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130628: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130630: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130632: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130634: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130636: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130638: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130640: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130642: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130644: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130646: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130648: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130650: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130652: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130654: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130656: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130658: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130660: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130662: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130664: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130666: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130668: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130670: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130672: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130674: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130676: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130678: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130680: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130682: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130684: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130686: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130688: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130692: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130694: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130696: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130698: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130700: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130702: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130704: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130706: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130708: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130710: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130712: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130714: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130716: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130718: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130720: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130722: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130724: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130726: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130728: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130730: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130732: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130734: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130736: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130738: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130740: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130742: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130744: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130746: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130748: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130752: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130756: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130758: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130760: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130762: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130764: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130766: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130768: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130770: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130772: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130774: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130776: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130778: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130780: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130782: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130784: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130786: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130788: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130790: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130792: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130794: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130796: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130798: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130800: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130802: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130804: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130806: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130808: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130810: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130812: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130814: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130816: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130818: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130820: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130822: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130824: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130826: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130828: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130830: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130832: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130836: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130838: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130840: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130842: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130844: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130846: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130848: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130850: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130852: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130854: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130856: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130858: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130860: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130862: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130864: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130866: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130868: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130870: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130872: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130874: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130876: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130878: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130880: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130882: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130884: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130886: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130888: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130890: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130892: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130894: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130896: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130898: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130900: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130902: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130904: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130906: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130908: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130910: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130912: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130914: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130916: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130918: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130920: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130922: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130924: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130926: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130928: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130930: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130932: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130934: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130936: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130938: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130940: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130942: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130944: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130946: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130948: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130950: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130952: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130954: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130958: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130960: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130962: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130964: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130966: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130970: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130972: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130974: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130976: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130978: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130980: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130982: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130984: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130986: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130988: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130990: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130992: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130994: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130996: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 130998: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131000: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131002: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131004: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131006: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131008: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131010: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131012: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131014: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131016: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131018: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131020: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131022: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131024: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131026: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131028: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131030: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131032: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131036: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131038: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131040: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131042: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131044: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131046: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131048: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131050: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131052: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131054: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131056: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131058: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131060: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131062: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131064: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131066: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131068: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131070: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131072: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131074: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131076: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131078: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131080: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131082: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131084: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131086: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131088: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131090: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131092: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131094: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131096: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131098: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131100: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131102: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131104: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131106: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131108: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131110: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131112: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131114: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131116: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131118: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131120: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131122: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131124: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131126: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131128: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131130: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131132: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131134: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131136: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131138: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131140: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131142: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131144: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131146: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131148: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131150: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131152: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131154: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131156: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131158: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131160: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131162: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131164: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131166: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131168: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131170: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131172: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131174: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131176: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131178: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131180: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131182: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131184: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131186: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131188: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131190: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131192: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131194: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131196: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131198: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131200: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131202: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131204: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131206: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131208: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131210: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131212: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131214: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131216: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131218: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131220: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131222: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131224: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131226: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131228: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131230: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131232: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131234: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131236: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131238: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131240: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131242: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131244: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131246: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131248: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131250: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131252: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131254: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131256: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131258: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131260: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131262: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131264: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131266: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131268: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131270: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131272: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131274: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131276: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131278: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131280: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131282: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131284: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131286: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131288: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131290: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131292: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131294: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131296: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131298: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131300: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131302: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131304: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131306: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131308: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131310: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131312: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131314: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131316: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131318: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131320: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131322: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131324: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131326: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131328: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131330: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131332: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131334: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131336: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131338: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131340: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131342: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131344: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131346: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131348: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131350: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131352: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131354: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131356: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131358: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131360: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131362: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131364: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131366: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131368: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131370: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131372: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131374: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131376: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131378: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131380: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131382: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131384: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131386: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131388: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131390: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131392: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131394: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131396: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131398: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131400: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131402: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131404: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131406: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131408: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131410: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131412: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131414: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131416: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131418: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131420: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131422: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131424: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131426: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131428: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131430: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131432: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131434: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131436: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131438: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131440: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131442: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131444: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131446: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131448: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131450: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131452: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131454: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131456: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131458: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131460: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131462: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131464: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131466: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131468: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131470: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131472: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131474: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131476: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131478: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131480: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131482: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131484: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131486: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131488: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131490: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131492: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131494: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131496: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131498: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131500: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131502: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131504: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131506: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131508: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131512: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131514: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131516: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131518: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131520: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131522: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131524: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131526: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131528: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131530: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131532: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131534: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131536: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131538: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131540: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131542: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131544: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131546: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131548: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131550: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131552: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131554: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131556: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131558: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131560: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131562: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131564: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131566: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131568: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131570: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131572: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131574: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131576: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131578: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131580: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131582: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131584: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131586: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131588: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131590: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131592: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131594: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131596: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131598: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131600: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131602: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131604: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131606: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131608: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131610: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131612: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131614: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131616: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131618: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131620: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131622: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131624: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131626: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131628: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131630: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131632: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131634: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131636: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131638: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131640: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131642: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131644: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131646: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131648: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131650: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131652: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131654: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131656: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131658: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131660: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131662: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131664: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131666: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131668: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131670: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131672: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131674: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131676: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131678: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131680: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131682: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131684: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131686: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131688: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131690: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131692: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131694: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131696: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131698: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131700: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131702: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131704: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131706: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131708: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131710: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131712: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131714: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131716: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131718: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131720: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131722: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131724: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131726: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131728: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131730: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131732: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131734: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131736: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131738: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131740: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131742: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131744: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131746: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131748: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131750: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131754: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131756: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131758: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131760: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131762: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131764: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131766: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131768: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131770: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131772: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131774: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131776: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131778: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131780: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131782: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131784: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131786: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131788: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131790: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131792: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131794: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131796: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131798: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131800: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131802: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131804: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131806: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131808: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131810: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131812: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131814: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131816: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131818: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131820: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131822: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131824: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131826: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131828: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131830: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131832: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131834: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131836: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131838: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131840: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131842: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131844: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131846: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131848: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131850: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131852: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131854: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131858: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131860: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131862: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131864: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131866: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131868: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131870: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131872: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131874: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131876: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131878: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131880: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131882: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131884: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131886: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131888: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131890: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131892: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131894: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131896: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131898: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131900: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131902: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131904: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131906: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131908: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131910: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131912: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131914: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131916: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131918: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131920: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131922: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131924: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131926: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131928: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131930: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131932: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131934: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131936: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131938: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131940: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131942: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131944: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131946: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131948: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131950: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131952: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131954: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131956: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131958: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131960: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131962: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131964: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131966: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131968: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131970: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131972: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131974: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131976: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131978: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131980: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131982: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131984: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131986: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131988: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131990: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131992: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131994: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131996: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 131998: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132000: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132002: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132004: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132006: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132008: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132010: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132012: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132014: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132016: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132018: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132020: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132022: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132024: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132026: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132028: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132030: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132032: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132034: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132036: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132038: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132040: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132042: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132044: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132046: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132048: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132050: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132052: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132054: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132056: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132058: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132060: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132062: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132064: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132066: [normalisedDate[cleaner]()]\r" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132068: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132070: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132072: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132074: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132076: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132078: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132080: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132082: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132084: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132086: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132088: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132090: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132092: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132094: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132096: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132098: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132100: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132102: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132104: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132106: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132108: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132110: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132112: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132114: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132116: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132118: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132120: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132122: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132124: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132126: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132128: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132130: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132132: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132134: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132136: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132138: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132140: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132142: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132144: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132146: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132148: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132150: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132152: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132154: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132156: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132158: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132160: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132162: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132164: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132166: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132168: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132170: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132172: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132174: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132176: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132178: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132180: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132182: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132184: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132186: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132188: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132190: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132192: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132194: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132196: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132198: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132200: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132202: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132204: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132206: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132208: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132210: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132212: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132214: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132216: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132218: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132220: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132222: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132224: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132226: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132228: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132230: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132232: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132234: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132236: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132238: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132240: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132242: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132244: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132246: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132248: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132250: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132252: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132254: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132256: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132258: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132260: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132262: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132264: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132266: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132268: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132270: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132272: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132274: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132276: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132278: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132280: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132282: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132284: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132286: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132288: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132290: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132292: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132294: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132296: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132298: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132300: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132302: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132306: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132310: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132312: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132314: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132318: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132320: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132322: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132324: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132326: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132328: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132330: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132332: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132334: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132336: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132338: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132340: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132342: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132344: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132346: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132348: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132350: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132352: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132354: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132356: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132358: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132360: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132362: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132364: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132366: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132368: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132370: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132372: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132374: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132376: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132378: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132380: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132382: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132388: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132390: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132394: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132396: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132398: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132410: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132416: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132420: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132422: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132426: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132428: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132430: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132432: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132434: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132436: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132438: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132440: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132442: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132444: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132446: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132448: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132450: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132452: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132454: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132456: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132458: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132460: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132462: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132464: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132466: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132468: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132470: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132472: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132474: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132476: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132478: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132480: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132482: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132484: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132486: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132488: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132490: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132492: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132494: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132496: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132498: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132500: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132502: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132504: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132506: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132508: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132510: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132512: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132514: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132516: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132518: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132520: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132522: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132524: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132526: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132528: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132530: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132532: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132534: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132536: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132538: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132540: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132542: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132544: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132546: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132548: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132550: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132552: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132554: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132556: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132558: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132560: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132562: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132564: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132566: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132568: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132570: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132572: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132574: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132576: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132578: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132580: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132582: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132584: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132586: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132588: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132590: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132592: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132594: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132596: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132598: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132600: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132602: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 132604: [normalisedDate[cleaner]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Child value replacement: True\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 757: [v6142 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 767: [v6142 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 777: [v6142 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 796: [v6142 == 1 || v777 == 0] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 806: [v6142 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 816: [v6142 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 826: [v6142 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 874: [v864 >= 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 894: [v884 >= 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 914: [v904 >= 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 924: [v864 >= 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 943: [v864 >= 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 971: [v6164 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 981: [v6164== 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 991: [v6164== 3] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1001: [v6164 == 3] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1011: [v6164 == 4] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1021: [v6164 == 4] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1120: [v1110 == -1 || v1110 == 0] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1130: [v1110 == -1 || v1110 == 0] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2664: [v1558 >= 1 && v1558 <= 5 && v1568 == 3] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2867: [v1249 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2877: [v1249 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2887: [v1249 == 1 && v2877 >= 1 && v2877 <= 2] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2897: [v1249 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2907: [v1249 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2926: [v1249 == 1 && v2907 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2936: [v1249 == 1 && v2907 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 6147: [v1249 == 1 && v2907 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20084: [v104670 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20087: [v101300 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20091: [v100950 > 0] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20092: [v101020 > 0] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20093: [v101090 > 0] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20094: [v101160 > 0] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20095: [v100670 > 0] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20096: [v100590 > 0] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20097: [v100630 > 0] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20098: [v101310 > 0] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20099: [v101350 > 0] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20100: [v101390 > 0] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20101: [v101430 > 0] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20102: [v101470 > 0] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20103: [v101510 > 0] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20104: [v101550 > 0] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20106: [v102090 > 0] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20108: [v102540 > 0] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20109: [v102620 > 0] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20230: [v20229 > 0] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20247: [v20147 > 0] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20248: [v20148 > 0] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 22503: [v22502 == 0] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 22505: [v22504 == 0] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 22508: [v22506 == 113 || v22506 == 114] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100250: [v100240 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100260: [v100250 != na] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100270: [v100240 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100280: [v100270 != na] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100290: [v100240 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100300: [v100240 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100310: [v100240 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100320: [v100310 != na] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100330: [v100240 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100350: [v100330 != na] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100360: [v100240 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100370: [v100240 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100380: [v100240 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100400: [v100390 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100410: [v100390 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100420: [v100390 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100430: [v100390 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100440: [v100390 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100460: [v100400 != na] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100470: [v100400 != na] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100480: [v100410 != na] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100490: [v100390 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100500: [v100390 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100520: [v100510 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100530: [v100510 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100540: [v100510 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100550: [v100510 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100560: [v100510 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100590: [v100580 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100630: [v100580 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100670: [v100580 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100710: [v100580 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100720: [v100580 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100730: [v100580 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100740: [v100580 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100770: [v100760 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100800: [v100760 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100810: [v100760 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100820: [v100760 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100830: [v100760 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100840: [v100760 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100850: [v100760 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100860: [v100760 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100880: [v100760 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100890: [v100760 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100900: [v100760 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100910: [v100760 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100950: [v100940 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 101020: [v100940 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 101090: [v100940 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 101160: [v100940 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 101230: [v100940 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 101240: [v100940 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 101250: [v100940 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 101260: [v100940 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 101270: [v100940 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 101310: [v101300 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 101350: [v101300 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 101390: [v101300 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 101430: [v101300 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 101470: [v101300 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 101510: [v101300 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 101550: [v101300 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102090: [v102080 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102120: [v102080 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102140: [v102130 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102150: [v102130 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102170: [v102130 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102180: [v102130 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102190: [v102130 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102200: [v102130 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102210: [v102130 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102220: [v102130 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102230: [v102130 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102260: [v102250 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102270: [v102250 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102280: [v102250 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102290: [v102250 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102300: [v102250 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102310: [v102250 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102320: [v102250 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102330: [v102250 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102340: [v102250 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102350: [v102250 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102360: [v102250 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102370: [v102250 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102380: [v102250 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102410: [v102400 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102420: [v102400 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102430: [v102400 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102440: [v102400 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102450: [v102400 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102460: [v102400 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102470: [v102400 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102480: [v102400 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102490: [v102400 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102500: [v102400 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102530: [v102520 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102540: [v102520 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102620: [v102520 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102710: [v102700 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102720: [v102700 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102730: [v102700 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102740: [v102700 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102750: [v102700 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102760: [v102700 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102770: [v102700 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102780: [v102700 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102810: [v102800 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102820: [v102800 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102830: [v102800 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102840: [v102800 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102850: [v102800 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102860: [v102800 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102870: [v102800 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102880: [v102800 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102890: [v102800 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102900: [v102800 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102910: [v102800 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102940: [v102930 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102950: [v102930 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102960: [v102930 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102970: [v102930 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102980: [v102930 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 103010: [v103000 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 103020: [v103000 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 103030: [v103000 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 103040: [v103000 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 103050: [v103000 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 103060: [v103000 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 103070: [v103000 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 103080: [v103000 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 103090: [v103000 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 103100: [v103000 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 103150: [v103140 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 103160: [v103140 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 103170: [v103140 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 103180: [v103140 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 103190: [v103140 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 103200: [v103140 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 103210: [v103140 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 103220: [v103140 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 103230: [v103140 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 103260: [v103250 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 103270: [v103250 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 103280: [v103250 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 103290: [v103250 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104000: [v103990 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104010: [v103990 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104020: [v103990 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104030: [v103990 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104050: [v103990 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104060: [v103990 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104070: [v103990 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104080: [v103990 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104090: [v103990 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104100: [v103990 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104110: [v103990 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104120: [v103990 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104130: [v103990 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104140: [v103990 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104150: [v103990 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104160: [v103990 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104170: [v103990 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104180: [v103990 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104190: [v103990 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104200: [v103990 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104210: [v103990 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104220: [v103990 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104230: [v103990 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104240: [v103990 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104250: [v103990 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104260: [v103990 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104270: [v103990 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104280: [v103990 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104290: [v103990 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104300: [v103990 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104310: [v103990 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104320: [v103990 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104330: [v103990 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104340: [v103990 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104350: [v103990 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104360: [v103990 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104370: [v103990 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104380: [v103990 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104410: [v104400 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104420: [v104400 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104430: [v104400 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104440: [v104400 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104450: [v104400 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104460: [v104400 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104470: [v104400 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104480: [v104400 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104490: [v104400 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104500: [v104400 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104510: [v104400 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104520: [v104400 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104530: [v104400 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104540: [v104400 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104550: [v104400 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104560: [v104400 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104570: [v104400 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104580: [v104400 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104590: [v104400 == 1] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Categorical recoding: True\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 699: [-10.0] -> [0.5]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 757: [-10.0] -> [0.5]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 777: [-10.0] -> [0.5]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 796: [-10.0] -> [0.5]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 864: [-2.0] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1031: [1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0] -> [6.0, 5.0, 4.0, 3.0, 2.0, 1.0, 0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1050: [-10.0] -> [0.5]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1060: [-10.0] -> [0.5]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1070: [-10.0] -> [0.5]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1080: [-10.0] -> [0.5]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1090: [-10.0] -> [0.5]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1100: [5.0] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1140: [1.0, 0.0, 2.0] -> [0.0, 1.0, 2.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1210: [1.0, 2.0] -> [2.0, 1.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1239: [0.0, 2.0, 1.0] -> [0.0, 1.0, 2.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1249: [4.0, 3.0, 2.0, 1.0] -> [0.0, 1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1289: [-10.0] -> [0.5]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1299: [-10.0] -> [0.5]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1309: [-10.0] -> [0.5]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1319: [-10.0] -> [0.5]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1438: [-10.0] -> [0.5]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1458: [-10.0] -> [0.5]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1488: [-10.0] -> [0.5]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1498: [-10.0] -> [0.5]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1518: [1.0, 2.0, 3.0] -> [3.0, 2.0, 1.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1528: [-10.0] -> [0.5]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1558: [1.0, 2.0, 3.0, 4.0, 5.0, 6.0] -> [5.0, 4.0, 3.0, 2.0, 1.0, 0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1618: [-6.0, 1.0] -> [1.0, 2.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1628: [1.0, 2.0, 3.0] -> [3.0, 2.0, 1.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1687: [1.0, 2.0, 3.0] -> [1.0, 3.0, 2.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1697: [1.0, 2.0, 3.0] -> [1.0, 3.0, 2.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1757: [1.0, 2.0, 3.0] -> [1.0, 3.0, 2.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2178: [1.0, 2.0, 3.0, 4.0] -> [4.0, 3.0, 2.0, 1.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2247: [99.0] -> [2.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2267: [5.0] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2277: [-10.0] -> [0.5]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2306: [0.0, 2.0, 3.0] -> [2.0, 3.0, 1.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2355: [-10.0] -> [0.5]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2684: [-10.0] -> [0.5]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2704: [-10.0] -> [0.5]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2887: [-10.0] -> [0.5]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2936: [1.0, 2.0, 3.0, 4.0] -> [3.0, 2.0, 1.0, 0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 3456: [-10.0] -> [0.5]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 3496: [1.0, 2.0, 3.0, 4.0] -> [3.0, 2.0, 1.0, 0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 3506: [1.0, 2.0, 3.0] -> [3.0, 2.0, 1.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 3809: [-10.0] -> [0.5]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 4232: [9.0] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 4243: [9.0] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 4259: [9.0] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 4282: [-1.0] -> [max(min() - 1, 0)]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 4283: [-1.0] -> [max(min() - 1, 0)]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 4292: [-1.0, 0.0, 1.0, 2.0, 3.0] -> [0.0, 0.0, 0.0, 0.0, 1.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 4293: [-1.0, 0.0, 1.0, 2.0, 3.0] -> [0.0, 0.0, 0.0, 0.0, 1.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 4294: [9.0] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 4526: [1.0, 2.0, 3.0, 4.0, 5.0, 6.0] -> [6.0, 5.0, 4.0, 3.0, 2.0, 1.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 4537: [1.0, 2.0, 3.0, 4.0, 5.0, 6.0] -> [6.0, 5.0, 4.0, 3.0, 2.0, 1.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 4548: [1.0, 2.0, 3.0, 4.0, 5.0, 6.0] -> [6.0, 5.0, 4.0, 3.0, 2.0, 1.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 4559: [1.0, 2.0, 3.0, 4.0, 5.0, 6.0] -> [6.0, 5.0, 4.0, 3.0, 2.0, 1.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 4570: [1.0, 2.0, 3.0, 4.0, 5.0, 6.0] -> [6.0, 5.0, 4.0, 3.0, 2.0, 1.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 4581: [1.0, 2.0, 3.0, 4.0, 5.0, 6.0] -> [6.0, 5.0, 4.0, 3.0, 2.0, 1.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 4674: [1.0, 2.0, 3.0, 4.0] -> [3.0, 2.0, 1.0, 0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 4803: [0.0, 14.0, 13.0, 12.0, 11.0] -> [0.0, 1.0, 2.0, 3.0, 4.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 4814: [4.0, 13.0, 12.0, 11.0] -> [0.0, 1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 4825: [0.0, 13.0, 12.0, 11.0] -> [0.0, 0.5, 3.0, 7.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 4836: [0.0, 13.0, 12.0, 11.0] -> [0.0, 0.5, 3.0, 7.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 4935: [13.0, 14.0, 15.0, 16.0, 17.0] -> [0.0, 0.0, 1.0, 0.0, 0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 4946: [642.0, 308.0, 987.0, 714.0, 253.0] -> [0.0, 0.0, 1.0, 0.0, 0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 4957: [1.0, 2.0, 3.0, 4.0, 5.0] -> [0.0, 0.0, 0.0, 1.0, 0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 4968: [5.0, 6.0, 7.0, 8.0] -> [0.0, 1.0, 0.0, 0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 4979: [1.0, 2.0, 3.0, 4.0, 5.0] -> [0.0, 0.0, 0.0, 1.0, 0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 4990: [68.0, 69.0, 70.0, 71.0, 72.0] -> [0.0, 1.0, 0.0, 0.0, 0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 5001: [1.0, 2.0, 3.0, 4.0, 5.0] -> [0.0, 0.0, 1.0, 0.0, 0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 5012: [25.0, 26.0, 27.0, 28.0, 29.0] -> [0.0, 1.0, 0.0, 0.0, 0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 5181: [0.0, 3.0, 2.0, 1.0] -> [0.0, 1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 5556: [1.0, 2.0, 3.0, 4.0, 5.0] -> [0.0, 0.0, 0.0, 1.0, 0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 5663: [11.0, 12.0, 13.0] -> [1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 5699: [96.0, 95.0, 94.0, 93.0, 92.0] -> [0.0, 1.0, 0.0, 0.0, 0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 5779: [1.0, 2.0, 3.0, 4.0, 5.0] -> [0.0, 0.0, 0.0, 0.0, 1.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 5790: [50.0, 49.0, 48.0, 47.0, 46.0, 45.0] -> [0.0, 0.0, 0.0, 0.0, 0.0, 1.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 5866: [1.0, 2.0, 3.0, -5.0] -> [1.0, 0.0, 0.0, 0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 6138: [1.0, 2.0, 5.0, 6.0, 3.0, 4.0] -> [5.0, 4.0, 3.0, 2.0, 1.0, 1.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 6150: [-7.0] -> [0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 6183: [-10.0] -> [0.5]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 6348: [0.0] -> [max() + 1]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 6350: [0.0] -> [max() + 1]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 10612: [-1.0] -> [max(min() - 1, 0)]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 10722: [1.0, 2.0, 5.0, 3.0, 4.0] -> [5.0, 4.0, 3.0, 2.0, 1.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 10740: [1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0] -> [6.0, 5.0, 4.0, 3.0, 2.0, 1.0, 0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 10886: [0.0, 1.0, 2.0] -> [1.0, 0.0, 2.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20018: [1.0, 2.0] -> [2.0, 1.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20420: [-999.0] -> [max() + 1]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20442: [-999.0] -> [max() + 1]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20458: [1.0, 2.0, 3.0, 4.0, 5.0, 6.0] -> [6.0, 5.0, 4.0, 3.0, 2.0, 1.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20459: [1.0, 2.0, 3.0, 4.0, 5.0, 6.0] -> [6.0, 5.0, 4.0, 3.0, 2.0, 1.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20465: [-999.0] -> [max() + 1]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20470: [-999.0] -> [max() + 1]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20473: [-999.0] -> [max() + 1]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20476: [-999.0] -> [max() + 1]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21028: [-500.0, -501.0, -502.0, -503.0, -504.0] -> [0.0, 1.0, 2.0, 3.0, 4.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21029: [-500.0, -501.0, -502.0, -503.0, -504.0] -> [0.0, 1.0, 2.0, 3.0, 4.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21030: [-500.0, -501.0, -502.0, -503.0, -504.0] -> [0.0, 1.0, 2.0, 3.0, 4.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21031: [-500.0, -501.0, -502.0, -503.0, -504.0] -> [0.0, 1.0, 2.0, 3.0, 4.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21032: [-500.0, -501.0, -502.0, -503.0, -504.0] -> [0.0, 1.0, 2.0, 3.0, 4.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21033: [-500.0, -501.0, -502.0, -503.0, -504.0] -> [0.0, 1.0, 2.0, 3.0, 4.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21034: [-500.0, -501.0, -502.0, -503.0, -504.0] -> [0.0, 1.0, 2.0, 3.0, 4.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21045: [-777.0] -> [52.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21050: [-600.0, -601.0, -602.0] -> [0.0, 1.0, 2.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21057: [-600.0, -601.0, -602.0] -> [0.0, 1.0, 2.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 22506: [111.0, 112.0, 113.0, 114.0] -> [3.0, 2.0, 1.0, 0.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 22508: [-1001.0] -> [0.5]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 22604: [-1520.0, -2030.0, -3040.0, 4000.0] -> [1.0, 2.0, 3.0, 4.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 22606: [-131.0, -141.0] -> [1.0, 2.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 22607: [-131.0, -141.0] -> [1.0, 2.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 22608: [-131.0, -141.0] -> [1.0, 2.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 22609: [-131.0, -141.0] -> [1.0, 2.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 22610: [-131.0, -141.0] -> [1.0, 2.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 22611: [-131.0, -141.0] -> [1.0, 2.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 22612: [-131.0, -141.0] -> [1.0, 2.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 22613: [-131.0, -141.0] -> [1.0, 2.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 22614: [-131.0, -141.0] -> [1.0, 2.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 22615: [-131.0, -141.0] -> [1.0, 2.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 22630: [9.0, 0.0, 1.0] -> [0.0, 1.0, 2.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 22640: [9.0, 0.0, 1.0] -> [0.0, 1.0, 2.0]\r" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 22641: [-1001.0] -> [0.5]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 22644: [-1.0] -> [31.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 22645: [-1.0] -> [31.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 22650: [9.0, 0.0, 1.0] -> [0.0, 1.0, 2.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 22651: [-1001.0] -> [0.5]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 22654: [-1.0] -> [31.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 22655: [-1.0] -> [31.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100150: [555.0, 1.0, 2.0, 3.0, 4.0, 5.0, 600.0] -> [0.5, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100160: [555.0, 1.0, 2.0, 3.0, 4.0, 5.0, 600.0] -> [0.5, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100170: [555.0, 1.0, 2.0, 3.0, 4.0, 5.0, 600.0] -> [0.5, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100180: [555.0, 1.0, 2.0, 3.0, 4.0, 5.0, 600.0] -> [0.5, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100190: [555.0, 1.0, 2.0, 3.0, 4.0, 5.0, 600.0] -> [0.5, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100200: [555.0, 1.0, 2.0, 3.0, 4.0, 5.0, 600.0] -> [0.5, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100210: [555.0, 1.0, 2.0, 3.0, 4.0, 5.0, 600.0] -> [0.5, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100220: [555.0, 1.0, 2.0, 3.0, 4.0, 5.0, 600.0] -> [0.5, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100230: [555.0, 1.0, 2.0, 3.0, 4.0, 5.0, 600.0] -> [0.5, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100250: [555.0, 1.0, 2.0, 3.0, 4.0, 5.0, 600.0] -> [0.5, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100260: [1.0, 111.0] -> [1.0, 0.5]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100270: [555.0, 1.0, 2.0, 3.0, 4.0, 5.0, 600.0] -> [0.5, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100280: [1.0, 111.0] -> [1.0, 0.5]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100290: [555.0, 1.0, 2.0, 3.0, 4.0, 5.0, 600.0] -> [0.5, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100300: [555.0, 1.0, 2.0, 3.0, 4.0, 5.0, 600.0] -> [0.5, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100310: [555.0, 1.0, 2.0, 3.0, 4.0, 5.0, 600.0] -> [0.5, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100320: [1.0, 111.0] -> [1.0, 0.5]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100330: [555.0, 1.0, 2.0, 3.0, 4.0, 5.0, 600.0] -> [0.5, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100350: [1.0, 111.0] -> [1.0, 0.5]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100360: [1.0, 111.0] -> [1.0, 0.5]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100370: [555.0, 1.0, 2.0, 300.0] -> [0.5, 1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100380: [555.0, 1.0, 2.0, 300.0] -> [0.5, 1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100400: [1.0, 2.0, 3.0, 4.0, 5.0, 600.0] -> [1.0, 2.0, 3.0, 4.0, 5.0, 6.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100410: [1.0, 2.0, 3.0, 4.0, 5.0, 600.0] -> [1.0, 2.0, 3.0, 4.0, 5.0, 6.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100420: [1.0, 2.0, 3.0, 4.0, 5.0, 600.0] -> [1.0, 2.0, 3.0, 4.0, 5.0, 6.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100430: [1.0, 2.0, 3.0, 4.0, 5.0, 600.0] -> [1.0, 2.0, 3.0, 4.0, 5.0, 6.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100440: [1.0, 2.0, 3.0, 4.0, 5.0, 600.0] -> [1.0, 2.0, 3.0, 4.0, 5.0, 6.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100460: [1.0, 111.0] -> [1.0, 0.5]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100470: [1.0, 111.0] -> [1.0, 0.5]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100480: [1.0, 111.0] -> [1.0, 0.5]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100490: [555.0, 1.0, 2.0, 300.0] -> [0.5, 1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100500: [555.0, 1.0, 2.0, 300.0] -> [0.5, 1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100520: [555.0, 1.0, 2.0, 3.0, 4.0, 5.0, 600.0] -> [0.5, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100530: [555.0, 1.0, 2.0, 3.0, 4.0, 5.0, 600.0] -> [0.5, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100540: [555.0, 1.0, 2.0, 3.0, 4.0, 5.0, 600.0] -> [0.5, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100550: [555.0, 1.0, 2.0, 3.0, 4.0, 5.0, 600.0] -> [0.5, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100560: [555.0, 1.0, 2.0, 3.0, 4.0, 5.0, 600.0] -> [0.5, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100590: [555.0, 1.0, 2.0, 3.0, 4.0, 5.0, 600.0] -> [0.5, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100630: [555.0, 1.0, 2.0, 3.0, 4.0, 5.0, 600.0] -> [0.5, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100670: [555.0, 1.0, 2.0, 3.0, 4.0, 5.0, 600.0] -> [0.5, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100710: [555.0, 1.0, 2.0, 3.0, 4.0, 5.0, 600.0] -> [0.5, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100720: [555.0, 1.0, 2.0, 3.0, 4.0, 5.0, 600.0] -> [0.5, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100730: [555.0, 1.0, 2.0, 3.0, 4.0, 5.0, 600.0] -> [0.5, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100740: [555.0, 1.0, 2.0, 3.0, 4.0, 5.0, 600.0] -> [0.5, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100770: [555.0, 1.0, 200.0] -> [0.5, 1.0, 2.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100800: [555.0, 1.0, 200.0] -> [0.5, 1.0, 2.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100810: [555.0, 1.0, 200.0] -> [0.5, 1.0, 2.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100820: [555.0, 1.0, 200.0] -> [0.5, 1.0, 2.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100830: [555.0, 1.0, 200.0] -> [0.5, 1.0, 2.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100840: [555.0, 1.0, 200.0] -> [0.5, 1.0, 2.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100850: [555.0, 1.0, 200.0] -> [0.5, 1.0, 2.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100860: [555.0, 1.0, 200.0] -> [0.5, 1.0, 2.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100880: [1.0, 111.0] -> [1.0, 0.5]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100890: [1.0, 111.0] -> [1.0, 0.5]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100900: [555.0, 1.0, 2.0, 300.0] -> [0.5, 1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100910: [555.0, 1.0, 2.0, 300.0] -> [0.5, 1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 100950: [555.0, 1.0, 2.0, 3.0, 4.0, 5.0, 600.0] -> [0.5, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 101020: [555.0, 1.0, 2.0, 3.0, 4.0, 5.0, 600.0] -> [0.5, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 101090: [555.0, 1.0, 2.0, 3.0, 4.0, 5.0, 600.0] -> [0.5, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 101160: [555.0, 1.0, 2.0, 3.0, 4.0, 5.0, 600.0] -> [0.5, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 101230: [555.0, 1.0, 2.0, 3.0, 4.0, 5.0, 600.0] -> [0.5, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 101240: [555.0, 1.0, 2.0, 3.0, 4.0, 5.0, 600.0] -> [0.5, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 101250: [555.0, 1.0, 2.0, 3.0, 4.0, 5.0, 600.0] -> [0.5, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 101260: [555.0, 1.0, 2.0, 3.0, 4.0, 5.0, 600.0] -> [0.5, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 101270: [555.0, 1.0, 2.0, 3.0, 4.0, 5.0, 600.0] -> [0.5, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 101310: [555.0, 1.0, 2.0, 3.0, 4.0, 5.0, 600.0] -> [0.5, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 101350: [555.0, 1.0, 2.0, 3.0, 4.0, 5.0, 600.0] -> [0.5, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 101390: [555.0, 1.0, 2.0, 3.0, 4.0, 5.0, 600.0] -> [0.5, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 101430: [555.0, 1.0, 2.0, 3.0, 4.0, 5.0, 600.0] -> [0.5, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 101470: [555.0, 1.0, 2.0, 3.0, 4.0, 5.0, 600.0] -> [0.5, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 101510: [555.0, 1.0, 2.0, 3.0, 4.0, 5.0, 600.0] -> [0.5, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 101550: [555.0, 1.0, 2.0, 3.0, 4.0, 5.0, 600.0] -> [0.5, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 101970: [555.0, 1.0, 2.0, 3.0, 400.0] -> [0.5, 1.0, 2.0, 3.0, 4.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 101980: [555.0, 1.0, 2.0, 3.0, 400.0] -> [0.5, 1.0, 2.0, 3.0, 4.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 101990: [555.0, 1.0, 2.0, 3.0, 400.0] -> [0.5, 1.0, 2.0, 3.0, 4.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102000: [555.0, 1.0, 2.0, 3.0, 400.0] -> [0.5, 1.0, 2.0, 3.0, 4.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102010: [555.0, 1.0, 2.0, 3.0, 400.0] -> [0.5, 1.0, 2.0, 3.0, 4.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102020: [555.0, 1.0, 2.0, 3.0, 400.0] -> [0.5, 1.0, 2.0, 3.0, 4.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102030: [555.0, 1.0, 2.0, 3.0, 400.0] -> [0.5, 1.0, 2.0, 3.0, 4.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102040: [555.0, 1.0, 2.0, 3.0, 400.0] -> [0.5, 1.0, 2.0, 3.0, 4.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102050: [555.0, 1.0, 2.0, 3.0, 400.0] -> [0.5, 1.0, 2.0, 3.0, 4.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102060: [555.0, 1.0, 2.0, 3.0, 400.0] -> [0.5, 1.0, 2.0, 3.0, 4.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102070: [555.0, 1.0, 2.0, 3.0, 400.0] -> [0.5, 1.0, 2.0, 3.0, 4.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102090: [555.0, 1.0, 2.0, 300.0] -> [0.5, 1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102120: [555.0, 1.0, 2.0, 300.0] -> [0.5, 1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102140: [555.0, 1.0, 2.0, 300.0] -> [0.5, 1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102150: [555.0, 1.0, 2.0, 300.0] -> [0.5, 1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102170: [555.0, 1.0, 2.0, 300.0] -> [0.5, 1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102180: [555.0, 1.0, 2.0, 300.0] -> [0.5, 1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102190: [555.0, 1.0, 2.0, 300.0] -> [0.5, 1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102200: [555.0, 1.0, 2.0, 300.0] -> [0.5, 1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102210: [555.0, 1.0, 2.0, 300.0] -> [0.5, 1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102220: [555.0, 1.0, 2.0, 300.0] -> [0.5, 1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102230: [555.0, 1.0, 2.0, 300.0] -> [0.5, 1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102260: [444.0, 555.0, 1.0, 2.0, 3.0, 4.0, 500.0] -> [0.25, 0.5, 1.0, 2.0, 3.0, 4.0, 5.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102270: [444.0, 555.0, 1.0, 2.0, 3.0, 4.0, 500.0] -> [0.25, 0.5, 1.0, 2.0, 3.0, 4.0, 5.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102280: [444.0, 555.0, 1.0, 2.0, 3.0, 4.0, 500.0] -> [0.25, 0.5, 1.0, 2.0, 3.0, 4.0, 5.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102290: [444.0, 555.0, 1.0, 2.0, 3.0, 4.0, 500.0] -> [0.25, 0.5, 1.0, 2.0, 3.0, 4.0, 5.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102300: [444.0, 555.0, 1.0, 2.0, 3.0, 4.0, 500.0] -> [0.25, 0.5, 1.0, 2.0, 3.0, 4.0, 5.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102310: [444.0, 555.0, 1.0, 2.0, 3.0, 4.0, 500.0] -> [0.25, 0.5, 1.0, 2.0, 3.0, 4.0, 5.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102320: [444.0, 555.0, 1.0, 2.0, 3.0, 4.0, 500.0] -> [0.25, 0.5, 1.0, 2.0, 3.0, 4.0, 5.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102330: [444.0, 555.0, 1.0, 2.0, 3.0, 4.0, 500.0] -> [0.25, 0.5, 1.0, 2.0, 3.0, 4.0, 5.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102340: [444.0, 555.0, 1.0, 2.0, 3.0, 4.0, 500.0] -> [0.25, 0.5, 1.0, 2.0, 3.0, 4.0, 5.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102350: [444.0, 555.0, 1.0, 2.0, 3.0, 4.0, 500.0] -> [0.25, 0.5, 1.0, 2.0, 3.0, 4.0, 5.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102360: [444.0, 555.0, 1.0, 2.0, 3.0, 4.0, 500.0] -> [0.25, 0.5, 1.0, 2.0, 3.0, 4.0, 5.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102370: [444.0, 555.0, 1.0, 2.0, 3.0, 4.0, 500.0] -> [0.25, 0.5, 1.0, 2.0, 3.0, 4.0, 5.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102380: [444.0, 555.0, 1.0, 2.0, 3.0, 4.0, 500.0] -> [0.25, 0.5, 1.0, 2.0, 3.0, 4.0, 5.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102410: [555.0, 1.0, 2.0, 300.0] -> [0.5, 1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102420: [555.0, 1.0, 2.0, 300.0] -> [0.5, 1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102430: [555.0, 1.0, 2.0, 300.0] -> [0.5, 1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102440: [555.0, 1.0, 2.0, 300.0] -> [0.5, 1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102450: [555.0, 1.0, 2.0, 300.0] -> [0.5, 1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102460: [555.0, 1.0, 2.0, 300.0] -> [0.5, 1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102470: [555.0, 1.0, 2.0, 300.0] -> [0.5, 1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102480: [555.0, 1.0, 2.0, 300.0] -> [0.5, 1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102490: [555.0, 1.0, 2.0, 300.0] -> [0.5, 1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102500: [555.0, 1.0, 2.0, 300.0] -> [0.5, 1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102530: [555.0, 1.0, 2.0, 3.0, 400.0] -> [0.5, 1.0, 2.0, 3.0, 4.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102540: [555.0, 1.0, 2.0, 3.0, 400.0] -> [0.5, 1.0, 2.0, 3.0, 4.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102620: [555.0, 1.0, 2.0, 3.0, 400.0] -> [0.5, 1.0, 2.0, 3.0, 4.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102710: [555.0, 1.0, 200.0] -> [0.5, 1.0, 2.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102720: [555.0, 1.0, 200.0] -> [0.5, 1.0, 2.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102730: [555.0, 1.0, 200.0] -> [0.5, 1.0, 2.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102740: [555.0, 1.0, 200.0] -> [0.5, 1.0, 2.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102750: [555.0, 1.0, 200.0] -> [0.5, 1.0, 2.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102760: [555.0, 1.0, 200.0] -> [0.5, 1.0, 2.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102770: [555.0, 1.0, 200.0] -> [0.5, 1.0, 2.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102780: [555.0, 1.0, 200.0] -> [0.5, 1.0, 2.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102810: [555.0, 1.0, 2.0, 300.0] -> [0.5, 1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102820: [555.0, 1.0, 2.0, 300.0] -> [0.5, 1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102830: [555.0, 1.0, 2.0, 300.0] -> [0.5, 1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102840: [555.0, 1.0, 2.0, 300.0] -> [0.5, 1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102850: [555.0, 1.0, 2.0, 300.0] -> [0.5, 1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102860: [555.0, 1.0, 2.0, 300.0] -> [0.5, 1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102870: [555.0, 1.0, 2.0, 300.0] -> [0.5, 1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102880: [555.0, 1.0, 2.0, 300.0] -> [0.5, 1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102890: [555.0, 1.0, 2.0, 300.0] -> [0.5, 1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102900: [555.0, 1.0, 2.0, 300.0] -> [0.5, 1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102910: [555.0, 1.0, 2.0, 300.0] -> [0.5, 1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102940: [555.0, 1.0, 2.0, 300.0] -> [0.5, 1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102950: [555.0, 1.0, 2.0, 300.0] -> [0.5, 1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102960: [555.0, 1.0, 2.0, 300.0] -> [0.5, 1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102970: [555.0, 1.0, 2.0, 300.0] -> [0.5, 1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 102980: [555.0, 1.0, 2.0, 300.0] -> [0.5, 1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 103010: [555.0, 1.0, 2.0, 3.0, 4.0, 500.0] -> [0.5, 1.0, 2.0, 3.0, 4.0, 5.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 103020: [555.0, 1.0, 2.0, 3.0, 4.0, 500.0] -> [0.5, 1.0, 2.0, 3.0, 4.0, 5.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 103030: [555.0, 1.0, 2.0, 3.0, 4.0, 500.0] -> [0.5, 1.0, 2.0, 3.0, 4.0, 5.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 103040: [555.0, 1.0, 2.0, 3.0, 4.0, 500.0] -> [0.5, 1.0, 2.0, 3.0, 4.0, 5.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 103050: [555.0, 1.0, 2.0, 3.0, 4.0, 500.0] -> [0.5, 1.0, 2.0, 3.0, 4.0, 5.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 103060: [555.0, 1.0, 2.0, 3.0, 4.0, 500.0] -> [0.5, 1.0, 2.0, 3.0, 4.0, 5.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 103070: [555.0, 1.0, 2.0, 3.0, 4.0, 500.0] -> [0.5, 1.0, 2.0, 3.0, 4.0, 5.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 103080: [555.0, 1.0, 2.0, 3.0, 4.0, 500.0] -> [0.5, 1.0, 2.0, 3.0, 4.0, 5.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 103090: [555.0, 1.0, 2.0, 3.0, 4.0, 500.0] -> [0.5, 1.0, 2.0, 3.0, 4.0, 5.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 103100: [555.0, 1.0, 2.0, 3.0, 4.0, 500.0] -> [0.5, 1.0, 2.0, 3.0, 4.0, 5.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 103120: [111.0] -> [0.5]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 103130: [111.0] -> [0.5]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 103150: [555.0, 1.0, 2.0, 3.0, 400.0] -> [0.5, 1.0, 2.0, 3.0, 4.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 103160: [555.0, 1.0, 2.0, 3.0, 400.0] -> [0.5, 1.0, 2.0, 3.0, 4.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 103170: [555.0, 1.0, 2.0, 3.0, 400.0] -> [0.5, 1.0, 2.0, 3.0, 4.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 103180: [555.0, 1.0, 2.0, 3.0, 400.0] -> [0.5, 1.0, 2.0, 3.0, 4.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 103190: [555.0, 1.0, 2.0, 3.0, 400.0] -> [0.5, 1.0, 2.0, 3.0, 4.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 103200: [555.0, 1.0, 2.0, 3.0, 400.0] -> [0.5, 1.0, 2.0, 3.0, 4.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 103210: [555.0, 1.0, 2.0, 3.0, 400.0] -> [0.5, 1.0, 2.0, 3.0, 4.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 103220: [555.0, 1.0, 2.0, 3.0, 400.0] -> [0.5, 1.0, 2.0, 3.0, 4.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 103230: [555.0, 1.0, 2.0, 3.0, 400.0] -> [0.5, 1.0, 2.0, 3.0, 4.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 103260: [555.0, 1.0, 2.0, 3.0, 400.0] -> [0.5, 1.0, 2.0, 3.0, 4.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 103270: [555.0, 1.0, 2.0, 3.0, 400.0] -> [0.5, 1.0, 2.0, 3.0, 4.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 103280: [555.0, 1.0, 2.0, 3.0, 400.0] -> [0.5, 1.0, 2.0, 3.0, 4.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 103290: [555.0, 1.0, 2.0, 3.0, 400.0] -> [0.5, 1.0, 2.0, 3.0, 4.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104000: [444.0, 555.0, 1.0, 2.0, 300.0] -> [0.25, 0.5, 1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104010: [444.0, 555.0, 1.0, 2.0, 300.0] -> [0.25, 0.5, 1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104020: [444.0, 555.0, 1.0, 2.0, 300.0] -> [0.25, 0.5, 1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104030: [444.0, 555.0, 1.0, 2.0, 300.0] -> [0.25, 0.5, 1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104050: [444.0, 555.0, 1.0, 2.0, 300.0] -> [0.25, 0.5, 1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104060: [444.0, 555.0, 1.0, 2.0, 300.0] -> [0.25, 0.5, 1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104070: [444.0, 555.0, 1.0, 2.0, 300.0] -> [0.25, 0.5, 1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104080: [444.0, 555.0, 1.0, 2.0, 300.0] -> [0.25, 0.5, 1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104090: [444.0, 555.0, 1.0, 2.0, 300.0] -> [0.25, 0.5, 1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104100: [444.0, 555.0, 1.0, 2.0, 300.0] -> [0.25, 0.5, 1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104110: [444.0, 555.0, 1.0, 2.0, 300.0] -> [0.25, 0.5, 1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104120: [444.0, 555.0, 1.0, 2.0, 300.0] -> [0.25, 0.5, 1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104130: [444.0, 555.0, 1.0, 2.0, 300.0] -> [0.25, 0.5, 1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104140: [444.0, 555.0, 1.0, 2.0, 300.0] -> [0.25, 0.5, 1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104150: [444.0, 555.0, 1.0, 2.0, 300.0] -> [0.25, 0.5, 1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104160: [444.0, 555.0, 1.0, 2.0, 300.0] -> [0.25, 0.5, 1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104170: [444.0, 555.0, 1.0, 2.0, 300.0] -> [0.25, 0.5, 1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104180: [444.0, 555.0, 1.0, 2.0, 300.0] -> [0.25, 0.5, 1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104190: [444.0, 555.0, 1.0, 2.0, 300.0] -> [0.25, 0.5, 1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104200: [444.0, 555.0, 1.0, 2.0, 300.0] -> [0.25, 0.5, 1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104210: [444.0, 555.0, 1.0, 2.0, 300.0] -> [0.25, 0.5, 1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104220: [444.0, 555.0, 1.0, 2.0, 300.0] -> [0.25, 0.5, 1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104230: [444.0, 555.0, 1.0, 2.0, 300.0] -> [0.25, 0.5, 1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104240: [444.0, 555.0, 1.0, 2.0, 300.0] -> [0.25, 0.5, 1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104250: [444.0, 555.0, 1.0, 2.0, 300.0] -> [0.25, 0.5, 1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104260: [444.0, 555.0, 1.0, 2.0, 300.0] -> [0.25, 0.5, 1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104270: [444.0, 555.0, 1.0, 2.0, 300.0] -> [0.25, 0.5, 1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104280: [444.0, 555.0, 1.0, 2.0, 300.0] -> [0.25, 0.5, 1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104290: [444.0, 555.0, 1.0, 2.0, 300.0] -> [0.25, 0.5, 1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104300: [444.0, 555.0, 1.0, 2.0, 300.0] -> [0.25, 0.5, 1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104310: [444.0, 555.0, 1.0, 2.0, 300.0] -> [0.25, 0.5, 1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104320: [444.0, 555.0, 1.0, 2.0, 300.0] -> [0.25, 0.5, 1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104330: [444.0, 555.0, 1.0, 2.0, 300.0] -> [0.25, 0.5, 1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104340: [444.0, 555.0, 1.0, 2.0, 300.0] -> [0.25, 0.5, 1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104350: [444.0, 555.0, 1.0, 2.0, 300.0] -> [0.25, 0.5, 1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104360: [444.0, 555.0, 1.0, 2.0, 300.0] -> [0.25, 0.5, 1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104370: [444.0, 555.0, 1.0, 2.0, 300.0] -> [0.25, 0.5, 1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104380: [444.0, 555.0, 1.0, 2.0, 300.0] -> [0.25, 0.5, 1.0, 2.0, 3.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104410: [555.0, 1.0, 2.0, 3.0, 400.0] -> [0.5, 1.0, 2.0, 3.0, 4.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104420: [555.0, 1.0, 2.0, 3.0, 400.0] -> [0.5, 1.0, 2.0, 3.0, 4.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104430: [555.0, 1.0, 2.0, 3.0, 400.0] -> [0.5, 1.0, 2.0, 3.0, 4.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104440: [555.0, 1.0, 2.0, 3.0, 400.0] -> [0.5, 1.0, 2.0, 3.0, 4.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104450: [555.0, 1.0, 2.0, 3.0, 400.0] -> [0.5, 1.0, 2.0, 3.0, 4.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104460: [555.0, 1.0, 2.0, 3.0, 400.0] -> [0.5, 1.0, 2.0, 3.0, 4.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104470: [555.0, 1.0, 2.0, 3.0, 400.0] -> [0.5, 1.0, 2.0, 3.0, 4.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104480: [555.0, 1.0, 2.0, 3.0, 400.0] -> [0.5, 1.0, 2.0, 3.0, 4.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104490: [555.0, 1.0, 2.0, 3.0, 400.0] -> [0.5, 1.0, 2.0, 3.0, 4.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104500: [555.0, 1.0, 2.0, 3.0, 400.0] -> [0.5, 1.0, 2.0, 3.0, 4.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104510: [555.0, 1.0, 2.0, 3.0, 400.0] -> [0.5, 1.0, 2.0, 3.0, 4.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104520: [555.0, 1.0, 2.0, 3.0, 400.0] -> [0.5, 1.0, 2.0, 3.0, 4.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104530: [555.0, 1.0, 2.0, 3.0, 400.0] -> [0.5, 1.0, 2.0, 3.0, 4.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104540: [555.0, 1.0, 2.0, 3.0, 400.0] -> [0.5, 1.0, 2.0, 3.0, 4.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104550: [555.0, 1.0, 2.0, 3.0, 400.0] -> [0.5, 1.0, 2.0, 3.0, 4.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104560: [555.0, 1.0, 2.0, 3.0, 400.0] -> [0.5, 1.0, 2.0, 3.0, 4.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104570: [555.0, 1.0, 2.0, 3.0, 400.0] -> [0.5, 1.0, 2.0, 3.0, 4.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104580: [555.0, 1.0, 2.0, 3.0, 400.0] -> [0.5, 1.0, 2.0, 3.0, 4.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104590: [555.0, 1.0, 2.0, 3.0, 400.0] -> [0.5, 1.0, 2.0, 3.0, 4.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104900: [0.0, 10.0, 1030.0, 3060.0, 12.0, 24.0, 46.0, 600.0] -> [0.0, 0.0833333, 0.333333, 0.75, 1.5, 3.0, 5.0, 7.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104910: [0.0, 10.0, 1030.0, 3060.0, 12.0, 24.0, 46.0, 600.0] -> [0.0, 0.0833333, 0.333333, 0.75, 1.5, 3.0, 5.0, 7.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 104920: [0.0, 1.0, 13.0, 35.0, 57.0, 79.0, 912.0, 1200.0] -> [0.0, 0.5, 2.0, 4.0, 6.0, 8.0, 10.5, 13.5]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Processing: True\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1: ['vids' list([6150, 6155, 20003, 20199])] -> [binariseCategorical[processor](acrossVisits=True,acrossInstances=True)]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2: ['vids' list([20001, 20002, 20004, 40011, 40012])] -> [binariseCategorical[processor](acrossVisits=True,acrossInstances=True)]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 3: ['vids'\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " list([40001, 40002, 40006, 40013, 41200, 41201, 41210, 41256, 41258, 41272, 41273])] -> [binariseCategorical[processor](acrossVisits=True,acrossInstances=True)]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 4: ['vids' list([41270, 41271])] -> [binariseCategorical[processor](acrossVisits=True,acrossInstances=True,fillval=0,take=[41280, 41281])]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 5: ['vids' list([23165, 29000, 29001])] -> [binariseCategorical[processor]()]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 6: ['all_except'\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " list([6150, 6155, 20001, 20002, 20003, 20004, 20199, 40001, 40002, 40006, 40011, 40012, 40013, 41200, 41201, 41202, 41203, 41204, 41205, 41210, 41256, 41258, 41270, 41271, 41272, 41273, 0, 31, 33, 34, 52, 53, 54, 55, 21022, 22200, 25780, 24360, 24361, 24362, 24363, 24364, 24365, 24366, 24367, 24368, 24369, 24370, 24371, 24372, 24373, 24374, 24375, 24376, 24377, 24378, 24379, 24380, 24381, 24382, 24383, 24384, 24385, 24386, 24387, 24388, 24389, 24390, 24391, 24392, 24393, 24394, 24395, 24396, 24397, 24398, 24399, 24400, 24401, 24402, 24403, 24404, 24405, 24406, 24407, 24408, 24409, 24418, 24419, 24420, 24421, 24422, 24423, 24424, 24425, 24426, 24427, 24428, 24429, 24430, 24431, 24432, 24433, 24434, 24435, 24436, 24437, 24438, 24439, 24440, 24441, 24442, 24443, 24444, 24445, 24446, 24447, 24448, 24449, 24450, 24451, 24452, 24453, 24454, 24455, 24456, 24457, 24458, 24459, 24460, 24461, 24462, 24463, 24464, 24465, 24466, 24467, 24468, 24469, 24470, 24471, 24472, 24473, 24474, 24475, 24476, 24477, 24478, 24479, 24480, 24481, 24482, 24483, 24484, 24485, 24486, 25000, 25001, 25002, 25003, 25004, 25005, 25006, 25007, 25008, 25009, 25010, 25011, 25012, 25013, 25014, 25015, 25016, 25017, 25018, 25019, 25020, 25021, 25022, 25023, 25024, 25025, 25026, 25027, 25028, 25029, 25030, 25031, 25032, 25033, 25034, 25035, 25036, 25037, 25038, 25039, 25040, 25041, 25042, 25043, 25044, 25045, 25046, 25047, 25048, 25049, 25050, 25051, 25052, 25053, 25054, 25055, 25056, 25057, 25058, 25059, 25060, 25061, 25062, 25063, 25064, 25065, 25066, 25067, 25068, 25069, 25070, 25071, 25072, 25073, 25074, 25075, 25076, 25077, 25078, 25079, 25080, 25081, 25082, 25083, 25084, 25085, 25086, 25087, 25088, 25089, 25090, 25091, 25092, 25093, 25094, 25095, 25096, 25097, 25098, 25099, 25100, 25101, 25102, 25103, 25104, 25105, 25106, 25107, 25108, 25109, 25110, 25111, 25112, 25113, 25114, 25115, 25116, 25117, 25118, 25119, 25120, 25121, 25122, 25123, 25124, 25125, 25126, 25127, 25128, 25129, 25130, 25131, 25132, 25133, 25134, 25135, 25136, 25137, 25138, 25139, 25140, 25141, 25142, 25143, 25144, 25145, 25146, 25147, 25148, 25149, 25150, 25151, 25152, 25153, 25154, 25155, 25156, 25157, 25158, 25159, 25160, 25161, 25162, 25163, 25164, 25165, 25166, 25167, 25168, 25169, 25170, 25171, 25172, 25173, 25174, 25175, 25176, 25177, 25178, 25179, 25180, 25181, 25182, 25183, 25184, 25185, 25186, 25187, 25188, 25189, 25190, 25191, 25192, 25193, 25194, 25195, 25196, 25197, 25198, 25199, 25200, 25201, 25202, 25203, 25204, 25205, 25206, 25207, 25208, 25209, 25210, 25211, 25212, 25213, 25214, 25215, 25216, 25217, 25218, 25219, 25220, 25221, 25222, 25223, 25224, 25225, 25226, 25227, 25228, 25229, 25230, 25231, 25232, 25233, 25234, 25235, 25236, 25237, 25238, 25239, 25240, 25241, 25242, 25243, 25244, 25245, 25246, 25247, 25248, 25249, 25250, 25251, 25252, 25253, 25254, 25255, 25256, 25257, 25258, 25259, 25260, 25261, 25262, 25263, 25264, 25265, 25266, 25267, 25268, 25269, 25270, 25271, 25272, 25273, 25274, 25275, 25276, 25277, 25278, 25279, 25280, 25281, 25282, 25283, 25284, 25285, 25286, 25287, 25288, 25289, 25290, 25291, 25292, 25293, 25294, 25295, 25296, 25297, 25298, 25299, 25300, 25301, 25302, 25303, 25304, 25305, 25306, 25307, 25308, 25309, 25310, 25311, 25312, 25313, 25314, 25315, 25316, 25317, 25318, 25319, 25320, 25321, 25322, 25323, 25324, 25325, 25326, 25327, 25328, 25329, 25330, 25331, 25332, 25333, 25334, 25335, 25336, 25337, 25338, 25339, 25340, 25341, 25342, 25343, 25344, 25345, 25346, 25347, 25348, 25349, 25350, 25351, 25352, 25353, 25354, 25355, 25356, 25357, 25358, 25359, 25360, 25361, 25362, 25363, 25364, 25365, 25366, 25367, 25368, 25369, 25370, 25371, 25372, 25373, 25374, 25375, 25376, 25377, 25378, 25379, 25380, 25381, 25382, 25383, 25384, 25385, 25386, 25387, 25388, 25389, 25390, 25391, 25392, 25393, 25394, 25395, 25396, 25397, 25398, 25399, 25400, 25401, 25402, 25403, 25404, 25405, 25406, 25407, 25408, 25409, 25410, 25411, 25412, 25413, 25414, 25415, 25416, 25417, 25418, 25419, 25420, 25421, 25422, 25423, 25424, 25425, 25426, 25427, 25428, 25429, 25430, 25431, 25432, 25433, 25434, 25435, 25436, 25437, 25438, 25439, 25440, 25441, 25442, 25443, 25444, 25445, 25446, 25447, 25448, 25449, 25450, 25451, 25452, 25453, 25454, 25455, 25456, 25457, 25458, 25459, 25460, 25461, 25462, 25463, 25464, 25465, 25466, 25467, 25468, 25469, 25470, 25471, 25472, 25473, 25474, 25475, 25476, 25477, 25478, 25479, 25480, 25481, 25482, 25483, 25484, 25485, 25486, 25487, 25488, 25489, 25490, 25491, 25492, 25493, 25494, 25495, 25496, 25497, 25498, 25499, 25500, 25501, 25502, 25503, 25504, 25505, 25506, 25507, 25508, 25509, 25510, 25511, 25512, 25513, 25514, 25515, 25516, 25517, 25518, 25519, 25520, 25521, 25522, 25523, 25524, 25525, 25526, 25527, 25528, 25529, 25530, 25531, 25532, 25533, 25534, 25535, 25536, 25537, 25538, 25539, 25540, 25541, 25542, 25543, 25544, 25545, 25546, 25547, 25548, 25549, 25550, 25551, 25552, 25553, 25554, 25555, 25556, 25557, 25558, 25559, 25560, 25561, 25562, 25563, 25564, 25565, 25566, 25567, 25568, 25569, 25570, 25571, 25572, 25573, 25574, 25575, 25576, 25577, 25578, 25579, 25580, 25581, 25582, 25583, 25584, 25585, 25586, 25587, 25588, 25589, 25590, 25591, 25592, 25593, 25594, 25595, 25596, 25597, 25598, 25599, 25600, 25601, 25602, 25603, 25604, 25605, 25606, 25607, 25608, 25609, 25610, 25611, 25612, 25613, 25614, 25615, 25616, 25617, 25618, 25619, 25620, 25621, 25622, 25623, 25624, 25625, 25626, 25627, 25628, 25629, 25630, 25631, 25632, 25633, 25634, 25635, 25636, 25637, 25638, 25639, 25640, 25641, 25642, 25643, 25644, 25645, 25646, 25647, 25648, 25649, 25650, 25651, 25652, 25653, 25654, 25655, 25656, 25657, 25658, 25659, 25660, 25661, 25662, 25663, 25664, 25665, 25666, 25667, 25668, 25669, 25670, 25671, 25672, 25673, 25674, 25675, 25676, 25677, 25678, 25679, 25680, 25681, 25682, 25683, 25684, 25685, 25686, 25687, 25688, 25689, 25690, 25691, 25692, 25693, 25694, 25695, 25696, 25697, 25698, 25699, 25700, 25701, 25702, 25703, 25704, 25705, 25706, 25707, 25708, 25709, 25710, 25711, 25712, 25713, 25714, 25715, 25716, 25717, 25718, 25719, 25720, 25721, 25722, 25723, 25724, 25725, 25726, 25727, 25728, 25729, 25730, 25731, 25732, 25733, 25734, 25735, 25736, 25737, 25738, 25739, 25740, 25741, 25742, 25743, 25744, 25745, 25746, 25754, 25755, 25756, 25757, 25758, 25759, 25761, 25762, 25763, 25764, 25765, 25766, 25767, 25768, 25781, 25782, 25783, 25784, 25785, 25786, 25787, 25788, 25789, 25790, 25791, 25792, 25793, 25794, 25795, 25796, 25797, 25798, 25799, 25800, 25801, 25802, 25803, 25804, 25805, 25806, 25807, 25808, 25809, 25810, 25811, 25812, 25813, 25814, 25815, 25816, 25817, 25818, 25819, 25820, 25821, 25822, 25823, 25824, 25825, 25826, 25827, 25828, 25829, 25830, 25831, 25832, 25833, 25834, 25835, 25836, 25837, 25838, 25839, 25840, 25841, 25842, 25843, 25844, 25845, 25846, 25847, 25848, 25849, 25850, 25851, 25852, 25853, 25854, 25855, 25856, 25857, 25858, 25859, 25860, 25861, 25862, 25863, 25864, 25865, 25866, 25867, 25868, 25869, 25870, 25871, 25872, 25873, 25874, 25875, 25876, 25877, 25878, 25879, 25880, 25881, 25882, 25883, 25884, 25885, 25886, 25887, 25888, 25889, 25890, 25891, 25892, 25893, 25894, 25895, 25896, 25897, 25898, 25899, 25900, 25901, 25902, 25903, 25904, 25905, 25906, 25907, 25908, 25909, 25910, 25911, 25912, 25913, 25914, 25915, 25916, 25917, 25918, 25919, 25920, 25921, 25922, 25923, 25924, 25925, 25926, 25927, 25928, 25929, 25930, 26500, 26501, 26502, 26503, 26504, 26505, 26506, 26507, 26508, 26509, 26510, 26511, 26512, 26513, 26514, 26515, 26516, 26517, 26518, 26519, 26520, 26521, 26522, 26523, 26524, 26525, 26526, 26527, 26528, 26529, 26530, 26531, 26532, 26533, 26534, 26535, 26536, 26537, 26538, 26539, 26540, 26541, 26542, 26543, 26544, 26545, 26546, 26547, 26548, 26549, 26550, 26551, 26552, 26553, 26554, 26555, 26556, 26557, 26558, 26559, 26560, 26561, 26562, 26563, 26564, 26565, 26566, 26567, 26568, 26569, 26570, 26571, 26572, 26573, 26574, 26575, 26576, 26577, 26578, 26579, 26580, 26581, 26582, 26583, 26584, 26585, 26586, 26587, 26588, 26589, 26590, 26591, 26592, 26593, 26594, 26595, 26596, 26597, 26598, 26599, 26600, 26601, 26602, 26603, 26604, 26605, 26606, 26607, 26608, 26609, 26610, 26611, 26612, 26613, 26614, 26615, 26616, 26617, 26618, 26619, 26620, 26621, 26622, 26623, 26624, 26625, 26626, 26627, 26628, 26629, 26630, 26631, 26632, 26633, 26634, 26635, 26636, 26637, 26638, 26639, 26640, 26641, 26642, 26643, 26644, 26645, 26646, 26647, 26648, 26649, 26650, 26651, 26652, 26653, 26654, 26655, 26656, 26657, 26658, 26659, 26660, 26661, 26662, 26663, 26664, 26665, 26666, 26667, 26668, 26669, 26670, 26671, 26672, 26673, 26674, 26675, 26676, 26677, 26678, 26679, 26680, 26681, 26682, 26683, 26684, 26685, 26686, 26687, 26688, 26689, 26690, 26691, 26692, 26693, 26694, 26695, 26696, 26697, 26698, 26699, 26700, 26701, 26702, 26703, 26704, 26705, 26706, 26707, 26708, 26709, 26710, 26711, 26712, 26713, 26714, 26715, 26716, 26717, 26718, 26719, 26720, 26721, 26722, 26723, 26724, 26725, 26726, 26727, 26728, 26729, 26730, 26731, 26732, 26733, 26734, 26735, 26736, 26737, 26738, 26739, 26740, 26741, 26742, 26743, 26744, 26745, 26746, 26747, 26748, 26749, 26750, 26751, 26752, 26753, 26754, 26755, 26756, 26757, 26758, 26759, 26760, 26761, 26762, 26763, 26764, 26765, 26766, 26767, 26768, 26769, 26770, 26771, 26772, 26773, 26774, 26775, 26776, 26777, 26778, 26779, 26780, 26781, 26782, 26783, 26784, 26785, 26786, 26787, 26788, 26789, 26790, 26791, 26792, 26793, 26794, 26795, 26796, 26797, 26798, 26799, 26800, 26801, 26802, 26803, 26804, 26805, 26806, 26807, 26808, 26809, 26810, 26811, 26812, 26813, 26814, 26815, 26816, 26817, 26818, 26819, 26820, 26821, 26822, 26823, 26824, 26825, 26826, 26827, 26828, 26829, 26830, 26831, 26832, 26833, 26834, 26835, 26836, 26837, 26838, 26839, 26840, 26841, 26842, 26843, 26844, 26845, 26846, 26847, 26848, 26849, 26850, 26851, 26852, 26853, 26854, 26855, 26856, 26857, 26858, 26859, 26860, 26861, 26862, 26863, 26864, 26865, 26866, 26867, 26868, 26869, 26870, 26871, 26872, 26873, 26874, 26875, 26876, 26877, 26878, 26879, 26880, 26881, 26882, 26883, 26884, 26885, 26886, 26887, 26888, 26889, 26890, 26891, 26892, 26893, 26894, 26895, 26896, 26897, 26898, 26899, 26900, 26901, 26902, 26903, 26904, 26905, 26906, 26907, 26908, 26909, 26910, 26911, 26912, 26913, 26914, 26915, 26916, 26917, 26918, 26919, 26920, 26921, 26922, 26923, 26924, 26925, 26926, 26927, 26928, 26929, 26930, 26931, 26932, 26933, 26934, 26935, 26936, 26937, 26938, 26939, 26940, 26941, 26942, 26943, 26944, 26945, 26946, 26947, 26948, 26949, 26950, 26951, 26952, 26953, 26954, 26955, 26956, 26957, 26958, 26959, 26960, 26961, 26962, 26963, 26964, 26965, 26966, 26967, 26968, 26969, 26970, 26971, 26972, 26973, 26974, 26975, 26976, 26977, 26978, 26979, 26980, 26981, 26982, 26983, 26984, 26985, 26986, 26987, 26988, 26989, 26990, 26991, 26992, 26993, 26994, 26995, 26996, 26997, 26998, 26999, 27000, 27001, 27002, 27003, 27004, 27005, 27006, 27007, 27008, 27009, 27010, 27011, 27012, 27013, 27014, 27015, 27016, 27017, 27018, 27019, 27020, 27021, 27022, 27023, 27024, 27025, 27026, 27027, 27028, 27029, 27030, 27031, 27032, 27033, 27034, 27035, 27036, 27037, 27038, 27039, 27040, 27041, 27042, 27043, 27044, 27045, 27046, 27047, 27048, 27049, 27050, 27051, 27052, 27053, 27054, 27055, 27056, 27057, 27058, 27059, 27060, 27061, 27062, 27063, 27064, 27065, 27066, 27067, 27068, 27069, 27070, 27071, 27072, 27073, 27074, 27075, 27076, 27077, 27078, 27079, 27080, 27081, 27082, 27083, 27084, 27085, 27086, 27087, 27088, 27089, 27090, 27091, 27092, 27093, 27094, 27095, 27096, 27097, 27098, 27099, 27100, 27101, 27102, 27103, 27104, 27105, 27106, 27107, 27108, 27109, 27110, 27111, 27112, 27113, 27114, 27115, 27116, 27117, 27118, 27119, 27120, 27121, 27122, 27123, 27124, 27125, 27126, 27127, 27128, 27129, 27130, 27131, 27132, 27133, 27134, 27135, 27136, 27137, 27138, 27139, 27140, 27141, 27142, 27143, 27144, 27145, 27146, 27147, 27148, 27149, 27150, 27151, 27152, 27153, 27154, 27155, 27156, 27157, 27158, 27159, 27160, 27161, 27162, 27163, 27164, 27165, 27166, 27167, 27168, 27169, 27170, 27171, 27172, 27173, 27174, 27175, 27176, 27177, 27178, 27179, 27180, 27181, 27182, 27183, 27184, 27185, 27186, 27187, 27188, 27189, 27190, 27191, 27192, 27193, 27194, 27195, 27196, 27197, 27198, 27199, 27200, 27201, 27202, 27203, 27204, 27205, 27206, 27207, 27208, 27209, 27210, 27211, 27212, 27213, 27214, 27215, 27216, 27217, 27218, 27219, 27220, 27221, 27222, 27223, 27224, 27225, 27226, 27227, 27228, 27229, 27230, 27231, 27232, 27233, 27234, 27235, 27236, 27237, 27238, 27239, 27240, 27241, 27242, 27243, 27244, 27245, 27246, 27247, 27248, 27249, 27250, 27251, 27252, 27253, 27254, 27255, 27256, 27257, 27258, 27259, 27260, 27261, 27262, 27263, 27264, 27265, 27266, 27267, 27268, 27269, 27270, 27271, 27272, 27273, 27274, 27275, 27276, 27277, 27278, 27279, 27280, 27281, 27282, 27283, 27284, 27285, 27286, 27287, 27288, 27289, 27290, 27291, 27292, 27293, 27294, 27295, 27296, 27297, 27298, 27299, 27300, 27301, 27302, 27303, 27304, 27305, 27306, 27307, 27308, 27309, 27310, 27311, 27312, 27313, 27314, 27315, 27316, 27317, 27318, 27319, 27320, 27321, 27322, 27323, 27324, 27325, 27326, 27327, 27328, 27329, 27330, 27331, 27332, 27333, 27334, 27335, 27336, 27337, 27338, 27339, 27340, 27341, 27342, 27343, 27344, 27345, 27346, 27347, 27348, 27349, 27350, 27351, 27352, 27353, 27354, 27355, 27356, 27357, 27358, 27359, 27360, 27361, 27362, 27363, 27364, 27365, 27366, 27367, 27368, 27369, 27370, 27371, 27372, 27373, 27374, 27375, 27376, 27377, 27378, 27379, 27380, 27381, 27382, 27383, 27384, 27385, 27386, 27387, 27388, 27389, 27390, 27391, 27392, 27393, 27394, 27395, 27396, 27397, 27398, 27399, 27400, 27401, 27402, 27403, 27404, 27405, 27406, 27407, 27408, 27409, 27410, 27411, 27412, 27413, 27414, 27415, 27416, 27417, 27418, 27419, 27420, 27421, 27422, 27423, 27424, 27425, 27426, 27427, 27428, 27429, 27430, 27431, 27432, 27433, 27434, 27435, 27436, 27437, 27438, 27439, 27440, 27441, 27442, 27443, 27444, 27445, 27446, 27447, 27448, 27449, 27450, 27451, 27452, 27453, 27454, 27455, 27456, 27457, 27458, 27459, 27460, 27461, 27462, 27463, 27464, 27465, 27466, 27467, 27468, 27469, 27470, 27471, 27472, 27473, 27474, 27475, 27476, 27477, 27478, 27479, 27480, 27481, 27482, 27483, 27484, 27485, 27486, 27487, 27488, 27489, 27490, 27491, 27492, 27493, 27494, 27495, 27496, 27497, 27498, 27499, 27500, 27501, 27502, 27503, 27504, 27505, 27506, 27507, 27508, 27509, 27510, 27511, 27512, 27513, 27514, 27515, 27516, 27517, 27518, 27519, 27520, 27521, 27522, 27523, 27524, 27525, 27526, 27527, 27528, 27529, 27530, 27531, 27532, 27533, 27534, 27535, 27536, 27537, 27538, 27539, 27540, 27541, 27542, 27543, 27544, 27545, 27546, 27547, 27548, 27549, 27550, 27551, 27552, 27553, 27554, 27555, 27556, 27557, 27558, 27559, 27560, 27561, 27562, 27563, 27564, 27565, 27566, 27567, 27568, 27569, 27570, 27571, 27572, 27573, 27574, 27575, 27576, 27577, 27578, 27579, 27580, 27581, 27582, 27583, 27584, 27585, 27586, 27587, 27588, 27589, 27590, 27591, 27592, 27593, 27594, 27595, 27596, 27597, 27598, 27599, 27600, 27601, 27602, 27603, 27604, 27605, 27606, 27607, 27608, 27609, 27610, 27611, 27612, 27613, 27614, 27615, 27616, 27617, 27618, 27619, 27620, 27621, 27622, 27623, 27624, 27625, 27626, 27627, 27628, 27629, 27630, 27631, 27632, 27633, 27634, 27635, 27636, 27637, 27638, 27639, 27640, 27641, 27642, 27643, 27644, 27645, 27646, 27647, 27648, 27649, 27650, 27651, 27652, 27653, 27654, 27655, 27656, 27657, 27658, 27659, 27660, 27661, 27662, 27663, 27664, 27665, 27666, 27667, 27668, 27669, 27670, 27671, 27672, 27673, 27674, 27675, 27676, 27677, 27678, 27679, 27680, 27681, 27682, 27683, 27684, 27685, 27686, 27687, 27688, 27689, 27690, 27691, 27692, 27693, 27694, 27695, 27696, 27697, 27698, 27699, 27700, 27701, 27702, 27703, 27704, 27705, 27706, 27707, 27708, 27709, 27710, 27711, 27712, 27713, 27714, 27715, 27716, 27717, 27718, 27719, 27720, 27721, 27722, 27723, 27724, 27725, 27726, 27727, 27728, 27729, 27730, 27731, 27732, 27733, 27734, 27735, 27736, 27737, 27738, 27739, 27740, 27741, 27742, 27743, 27744, 27745, 27746, 27747, 27748, 27749, 27750, 27751, 27752, 27753, 27754, 27755, 27756, 27757, 27758, 27759, 27760, 27761, 27762, 27763, 27764, 27765, 27766, 27767, 27768, 27769, 27770, 27771, 27772, 41257, 41260, 41262, 41263, 41268, 41280, 41281, 41282, 41283, 42014, 42016, 42018, 42020, 42026, 42030, 42032, 130004, 130008, 130014, 130016, 130018, 130020, 130022, 130060, 130062, 130064, 130070, 130082, 130104, 130106, 130118, 130134, 130148, 130174, 130176, 130178, 130184, 130186, 130188, 130190, 130194, 130196, 130198, 130200, 130202, 130212, 130216, 130218, 130224, 130226, 130228, 130230, 130254, 130264, 130310, 130320, 130336, 130338, 130340, 130342, 130344, 130622, 130624, 130626, 130632, 130634, 130642, 130646, 130648, 130656, 130658, 130660, 130664, 130666, 130670, 130686, 130688, 130696, 130698, 130700, 130702, 130704, 130706, 130708, 130714, 130718, 130722, 130724, 130726, 130734, 130736, 130738, 130770, 130774, 130784, 130792, 130804, 130814, 130816, 130818, 130820, 130826, 130828, 130830, 130832, 130836, 130838, 130840, 130842, 130846, 130848, 130852, 130854, 130868, 130874, 130890, 130892, 130894, 130896, 130898, 130902, 130904, 130906, 130908, 130910, 130914, 130916, 130918, 130920, 130922, 130924, 130932, 130944, 130998, 131000, 131016, 131022, 131030, 131032, 131036, 131038, 131042, 131046, 131048, 131052, 131054, 131056, 131060, 131062, 131064, 131066, 131070, 131072, 131074, 131076, 131078, 131082, 131084, 131086, 131088, 131090, 131092, 131102, 131104, 131106, 131108, 131110, 131114, 131118, 131124, 131126, 131128, 131130, 131132, 131136, 131138, 131142, 131144, 131148, 131150, 131152, 131154, 131158, 131160, 131164, 131166, 131168, 131174, 131178, 131180, 131182, 131184, 131186, 131190, 131192, 131196, 131198, 131202, 131204, 131208, 131210, 131212, 131214, 131216, 131220, 131222, 131224, 131228, 131230, 131234, 131236, 131242, 131244, 131246, 131250, 131252, 131256, 131258, 131260, 131262, 131264, 131270, 131280, 131282, 131286, 131290, 131296, 131298, 131300, 131304, 131306, 131308, 131310, 131314, 131316, 131322, 131324, 131328, 131330, 131338, 131342, 131344, 131346, 131348, 131350, 131352, 131354, 131356, 131360, 131362, 131364, 131366, 131368, 131370, 131374, 131378, 131380, 131382, 131384, 131386, 131388, 131390, 131392, 131396, 131400, 131402, 131404, 131406, 131408, 131410, 131412, 131414, 131416, 131422, 131424, 131426, 131428, 131430, 131432, 131436, 131440, 131442, 131444, 131446, 131450, 131456, 131458, 131462, 131464, 131466, 131468, 131470, 131472, 131474, 131476, 131478, 131480, 131482, 131484, 131488, 131490, 131492, 131494, 131498, 131502, 131518, 131524, 131528, 131534, 131538, 131540, 131546, 131548, 131554, 131556, 131560, 131562, 131564, 131566, 131568, 131570, 131572, 131574, 131576, 131578, 131580, 131582, 131584, 131586, 131590, 131592, 131594, 131598, 131600, 131602, 131604, 131608, 131610, 131612, 131614, 131616, 131618, 131620, 131624, 131626, 131628, 131630, 131632, 131634, 131636, 131638, 131640, 131642, 131644, 131646, 131648, 131650, 131652, 131654, 131658, 131662, 131666, 131668, 131670, 131674, 131676, 131678, 131680, 131682, 131684, 131688, 131690, 131692, 131698, 131700, 131702, 131704, 131706, 131708, 131716, 131720, 131722, 131726, 131728, 131730, 131734, 131736, 131738, 131740, 131742, 131746, 131748, 131754, 131760, 131766, 131768, 131774, 131778, 131782, 131788, 131790, 131792, 131794, 131796, 131798, 131802, 131804, 131806, 131810, 131812, 131820, 131822, 131824, 131826, 131830, 131834, 131836, 131840, 131848, 131850, 131852, 131858, 131860, 131862, 131864, 131868, 131870, 131872, 131874, 131876, 131878, 131880, 131882, 131884, 131886, 131888, 131892, 131894, 131898, 131900, 131904, 131906, 131910, 131912, 131914, 131916, 131918, 131922, 131924, 131926, 131928, 131930, 131934, 131938, 131940, 131942, 131946, 131948, 131950, 131954, 131956, 131958, 131960, 131962, 131964, 131970, 131972, 131974, 131976, 131978, 131980, 131982, 131986, 131988, 131990, 131992, 131994, 131996, 132002, 132004, 132008, 132014, 132016, 132020, 132022, 132030, 132032, 132034, 132036, 132038, 132042, 132050, 132054, 132056, 132058, 132062, 132064, 132066, 132070, 132072, 132074, 132076, 132078, 132082, 132084, 132086, 132088, 132090, 132092, 132096, 132098, 132100, 132102, 132104, 132106, 132108, 132110, 132112, 132116, 132118, 132122, 132124, 132128, 132130, 132132, 132134, 132136, 132138, 132140, 132142, 132144, 132146, 132148, 132150, 132152, 132156, 132160, 132162, 132164, 132166, 132168, 132170, 132174, 132186, 132188, 132192, 132194, 132196, 132202, 132206, 132212, 132216, 132220, 132222, 132224, 132228, 132230, 132232, 132238, 132240, 132242, 132244, 132248, 132250, 132252, 132256, 132260, 132262, 132264, 132268, 132270, 132274, 132276, 132278, 132280, 132288, 132298, 132312, 132468, 132472, 132500, 132510, 132518, 132522, 132532, 132536, 132542, 132562, 132574, 42015, 42017, 42019, 42021, 42027, 42031, 42033, 130005, 130009, 130015, 130017, 130019, 130021, 130023, 130061, 130063, 130065, 130071, 130083, 130105, 130107, 130119, 130135, 130149, 130175, 130177, 130179, 130185, 130187, 130189, 130191, 130195, 130197, 130199, 130201, 130203, 130213, 130217, 130219, 130225, 130227, 130229, 130231, 130255, 130265, 130311, 130321, 130337, 130341, 130343, 130345, 130623, 130625, 130627, 130633, 130635, 130643, 130647, 130649, 130657, 130659, 130661, 130665, 130667, 130671, 130687, 130689, 130697, 130699, 130701, 130703, 130705, 130707, 130709, 130715, 130719, 130723, 130725, 130727, 130735, 130737, 130739, 130771, 130775, 130785, 130793, 130805, 130815, 130817, 130819, 130821, 130827, 130829, 130831, 130833, 130839, 130843, 130847, 130849, 130853, 130855, 130869, 130875, 130891, 130893, 130895, 130897, 130899, 130903, 130905, 130907, 130909, 130911, 130915, 130917, 130919, 130921, 130923, 130925, 130933, 130945, 130999, 131001, 131017, 131023, 131031, 131033, 131037, 131039, 131043, 131047, 131049, 131053, 131055, 131057, 131061, 131063, 131065, 131067, 131071, 131073, 131075, 131077, 131079, 131083, 131085, 131087, 131089, 131091, 131093, 131103, 131105, 131107, 131109, 131111, 131115, 131119, 131125, 131129, 131131, 131133, 131137, 131139, 131143, 131145, 131149, 131151, 131153, 131155, 131159, 131161, 131165, 131167, 131175, 131179, 131181, 131183, 131185, 131187, 131191, 131193, 131197, 131199, 131203, 131205, 131209, 131211, 131213, 131215, 131217, 131223, 131225, 131229, 131231, 131237, 131243, 131245, 131247, 131251, 131253, 131257, 131259, 131261, 131263, 131265, 131271, 131281, 131283, 131287, 131291, 131297, 131299, 131305, 131307, 131309, 131311, 131315, 131317, 131323, 131325, 131329, 131331, 131339, 131343, 131345, 131347, 131349, 131351, 131353, 131355, 131357, 131361, 131363, 131365, 131367, 131369, 131371, 131375, 131379, 131381, 131383, 131385, 131387, 131389, 131391, 131393, 131397, 131401, 131403, 131407, 131409, 131411, 131413, 131415, 131417, 131423, 131425, 131427, 131429, 131431, 131433, 131437, 131441, 131443, 131445, 131447, 131451, 131457, 131459, 131463, 131465, 131467, 131469, 131471, 131473, 131475, 131477, 131479, 131481, 131483, 131485, 131489, 131491, 131493, 131495, 131499, 131503, 131519, 131525, 131529, 131535, 131539, 131541, 131547, 131549, 131555, 131557, 131561, 131563, 131565, 131567, 131569, 131571, 131573, 131575, 131577, 131579, 131581, 131583, 131585, 131587, 131591, 131593, 131595, 131599, 131601, 131603, 131605, 131609, 131611, 131613, 131615, 131617, 131619, 131621, 131625, 131627, 131629, 131631, 131633, 131635, 131637, 131639, 131641, 131643, 131645, 131647, 131649, 131651, 131653, 131655, 131659, 131663, 131667, 131669, 131671, 131675, 131677, 131679, 131681, 131683, 131685, 131689, 131691, 131693, 131699, 131701, 131703, 131705, 131707, 131709, 131717, 131721, 131723, 131727, 131729, 131731, 131735, 131737, 131739, 131741, 131743, 131747, 131749, 131755, 131761, 131767, 131769, 131775, 131779, 131783, 131791, 131793, 131795, 131797, 131799, 131803, 131805, 131807, 131811, 131813, 131821, 131823, 131825, 131827, 131831, 131835, 131837, 131841, 131849, 131851, 131859, 131861, 131863, 131865, 131869, 131871, 131873, 131875, 131877, 131879, 131881, 131883, 131885, 131887, 131889, 131893, 131895, 131899, 131901, 131905, 131907, 131911, 131913, 131915, 131917, 131919, 131923, 131925, 131927, 131929, 131931, 131935, 131939, 131941, 131943, 131947, 131949, 131951, 131955, 131957, 131959, 131961, 131963, 131965, 131971, 131973, 131975, 131977, 131979, 131981, 131987, 131989, 131991, 131993, 131995, 131997, 132003, 132005, 132009, 132015, 132017, 132021, 132023, 132031, 132033, 132035, 132037, 132039, 132043, 132051, 132055, 132057, 132059, 132063, 132065, 132067, 132071, 132073, 132075, 132077, 132079, 132083, 132085, 132087, 132089, 132091, 132093, 132097, 132099, 132101, 132103, 132105, 132107, 132109, 132111, 132113, 132117, 132119, 132123, 132125, 132129, 132131, 132133, 132135, 132137, 132139, 132141, 132143, 132145, 132147, 132149, 132151, 132153, 132157, 132161, 132163, 132165, 132167, 132169, 132171, 132175, 132187, 132189, 132193, 132195, 132197, 132203, 132207, 132213, 132217, 132221, 132223, 132225, 132245, 132265, 132269, 132271, 132275, 132277, 132279, 132281, 132289, 132299, 132469, 132473, 132501, 132511, 132519, 132523, 132533, 132537, 132543, 132563, 132575, 132313, 27983, 27984, 27985, 27986, 28001, 28005, 28006, 28008, 28009, 28010, 28030, 28032, 28033, 28034, 28035, 28036, 28037, 28038, 28039, 28040, 28041, 28042, 28043, 28044, 28045, 28046, 28047, 28048, 28049, 28050, 28051, 28052, 28053, 28054, 28055, 28056, 28057, 28058, 28059, 28060, 28061, 28062, 28063, 28064, 28065, 28066, 28067, 28068, 28069, 28070, 28071, 28072, 28073, 28074, 28075, 28076, 28077, 28078, 28079, 28080, 28081, 28082, 28083, 28084, 28085, 28086, 28087, 28088, 28089, 28090, 28091, 28092, 28093, 28094, 28095, 28096, 28097, 28098, 28099, 28100, 28101, 28102, 28103, 28104, 28105, 28106, 28107, 28108, 28109, 28110, 28111, 28112, 28113, 28114, 28115, 28116, 28117, 28118, 28119, 28120, 28121, 28122, 28123, 28124, 28125, 28126, 28127, 28141, 28142, 28143, 28146, 28166, 28167, 28174, 41001, 41259, 41261, 41264, 42038, 42039, 42040, 19, 21, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 68, 96, 120, 200, 393, 757, 1647, 2129, 3060, 3061, 3066, 3077, 3081, 3082, 3090, 3132, 3137, 3166, 4081, 4093, 4096, 4186, 4206, 4238, 4248, 4257, 4286, 4288, 4289, 4293, 4295, 5074, 5075, 5080, 5081, 5214, 5253, 5268, 5270, 5987, 5988, 5991, 6023, 6025, 6314, 6315, 6317, 6334, 6448, 6459, 6470, 6481, 6492, 6503, 6514, 6525, 6536, 6547, 7381, 7382, 7383, 7384, 7385, 7386, 7387, 7388, 7389, 7390, 7391, 7392, 7393, 7394, 7395, 7396, 7397, 7398, 7399, 7400, 7401, 7402, 7403, 7404, 7405, 7406, 7407, 7408, 7409, 7410, 7669, 7670, 7671, 7672, 7673, 7674, 10145, 10697, 12139, 12140, 12141, 12148, 12187, 12188, 12223, 12224, 12253, 12254, 12291, 12323, 12623, 12624, 12651, 12652, 12653, 12654, 12658, 12663, 12664, 12671, 12688, 12695, 12699, 12700, 12704, 12706, 12848, 12851, 12854, 20012, 20013, 20014, 20024, 20025, 20031, 20032, 20035, 20041, 20042, 20043, 20044, 20045, 20046, 20047, 20048, 20049, 20050, 20051, 20052, 20053, 20054, 20058, 20059, 20061, 20062, 20071, 20072, 20077, 20078, 20079, 20080, 20081, 20083, 20114, 20115, 20158, 20201, 20202, 20203, 20204, 20205, 20206, 20207, 20208, 20209, 20210, 20211, 20212, 20213, 20214, 20215, 20216, 20217, 20218, 20219, 20220, 20221, 20222, 20223, 20224, 20225, 20226, 20227, 20241, 20249, 20250, 20251, 20252, 20253, 20254, 20259, 20260, 20400, 20599, 20750, 20751, 21003, 21011, 21012, 21013, 21014, 21015, 21016, 21017, 21018, 21023, 21069, 21094, 21611, 21621, 21622, 21625, 21631, 21634, 21636, 21642, 21651, 21661, 21662, 21663, 21664, 21665, 21666, 21671, 21711, 21721, 21722, 21723, 21725, 21731, 21732, 21733, 21734, 21736, 21738, 21741, 21742, 21751, 21761, 21762, 21763, 21764, 21765, 21766, 21771, 21821, 21822, 21823, 21825, 21831, 21832, 21833, 21834, 21836, 21838, 21841, 21842, 21851, 21861, 21862, 21863, 21864, 21865, 21866, 21871, 22499, 22500, 22600, 22601, 22602, 22603, 22617, 22660, 22661, 22662, 22663, 22664, 23048, 23160, 23161, 23162, 23163, 23164, 23649, 23650, 23658, 23659, 23660, 23762, 23772, 23774, 23775, 25747, 25748, 25749, 25750, 25751, 25752, 25753, 27980, 28003, 29183, 29184, 29185, 29186, 29187, 29188, 29189, 29190, 29191, 29192, 29193, 29194, 29195, 29196, 29197, 29198, 29199, 29200, 29201, 29202, 29203, 29204, 29205, 29206, 29207, 29208, 29209, 30001, 30011, 30021, 30031, 30041, 30051, 30061, 30071, 30081, 30091, 30101, 30111, 30121, 30131, 30141, 30151, 30161, 30171, 30181, 30191, 30201, 30211, 30221, 30231, 30241, 30251, 30261, 30271, 30281, 30291, 30301, 30002, 30012, 30022, 30032, 30042, 30052, 30062, 30072, 30082, 30092, 30102, 30112, 30122, 30132, 30142, 30152, 30162, 30172, 30182, 30192, 30202, 30212, 30222, 30232, 30242, 30252, 30262, 30272, 30282, 30292, 30302, 30003, 30013, 30023, 30033, 30043, 30053, 30063, 30073, 30083, 30093, 30103, 30113, 30123, 30133, 30143, 30153, 30163, 30173, 30183, 30193, 30203, 30213, 30223, 30233, 30243, 30253, 30263, 30273, 30283, 30293, 30303, 30004, 30014, 30024, 30034, 30044, 30054, 30064, 30074, 30084, 30094, 30104, 30114, 30124, 30134, 30144, 30154, 30164, 30174, 30184, 30194, 30204, 30214, 30224, 30234, 30244, 30254, 30264, 30274, 30284, 30294, 30304, 30354, 30502, 30512, 30522, 30532, 30601, 30611, 30621, 30631, 30641, 30651, 30661, 30671, 30681, 30691, 30701, 30711, 30721, 30731, 30741, 30751, 30761, 30771, 30781, 30791, 30801, 30811, 30821, 30831, 30841, 30851, 30861, 30871, 30881, 30891, 30602, 30612, 30622, 30632, 30642, 30652, 30662, 30672, 30682, 30692, 30702, 30712, 30722, 30732, 30742, 30762, 30772, 30782, 30792, 30802, 30812, 30822, 30832, 30842, 30852, 30862, 30872, 30882, 30892, 30605, 30615, 30625, 30635, 30645, 30655, 30665, 30675, 30685, 30695, 30705, 30715, 30725, 30735, 30745, 30755, 30765, 30775, 30785, 30795, 30805, 30815, 30825, 30835, 30845, 30855, 30865, 30875, 30885, 30895, 30666, 30796, 30806, 30826, 30856, 30897, 30900, 30901, 30902, 40000, 41289, 41290, 90001, 90004, 105010, 105030, 110001, 110002, 110005, 110006, 110008, 120128])] -> [removeIfSparse[processor](minpres=51,maxcat=0.99,minstd=1e-06,abscat=False)]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 7: ['vids'\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " list([6150, 6155, 20001, 20002, 20003, 20004, 20199, 40001, 40002, 40006, 40011, 40012, 40013, 41200, 41201, 41210, 41256, 41258, 41272, 41273])] -> [removeIfSparse[processor](mincat=10)]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 8: ['vids' list([41270, 41271])] -> [removeIfSparse[processor](minpres=10)]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 9: ['all_except'\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " list([41202, 41203, 41204, 41205, 0, 31, 33, 34, 52, 53, 54, 55, 21022, 22200, 25780, 24360, 24361, 24362, 24363, 24364, 24365, 24366, 24367, 24368, 24369, 24370, 24371, 24372, 24373, 24374, 24375, 24376, 24377, 24378, 24379, 24380, 24381, 24382, 24383, 24384, 24385, 24386, 24387, 24388, 24389, 24390, 24391, 24392, 24393, 24394, 24395, 24396, 24397, 24398, 24399, 24400, 24401, 24402, 24403, 24404, 24405, 24406, 24407, 24408, 24409, 24418, 24419, 24420, 24421, 24422, 24423, 24424, 24425, 24426, 24427, 24428, 24429, 24430, 24431, 24432, 24433, 24434, 24435, 24436, 24437, 24438, 24439, 24440, 24441, 24442, 24443, 24444, 24445, 24446, 24447, 24448, 24449, 24450, 24451, 24452, 24453, 24454, 24455, 24456, 24457, 24458, 24459, 24460, 24461, 24462, 24463, 24464, 24465, 24466, 24467, 24468, 24469, 24470, 24471, 24472, 24473, 24474, 24475, 24476, 24477, 24478, 24479, 24480, 24481, 24482, 24483, 24484, 24485, 24486, 25000, 25001, 25002, 25003, 25004, 25005, 25006, 25007, 25008, 25009, 25010, 25011, 25012, 25013, 25014, 25015, 25016, 25017, 25018, 25019, 25020, 25021, 25022, 25023, 25024, 25025, 25026, 25027, 25028, 25029, 25030, 25031, 25032, 25033, 25034, 25035, 25036, 25037, 25038, 25039, 25040, 25041, 25042, 25043, 25044, 25045, 25046, 25047, 25048, 25049, 25050, 25051, 25052, 25053, 25054, 25055, 25056, 25057, 25058, 25059, 25060, 25061, 25062, 25063, 25064, 25065, 25066, 25067, 25068, 25069, 25070, 25071, 25072, 25073, 25074, 25075, 25076, 25077, 25078, 25079, 25080, 25081, 25082, 25083, 25084, 25085, 25086, 25087, 25088, 25089, 25090, 25091, 25092, 25093, 25094, 25095, 25096, 25097, 25098, 25099, 25100, 25101, 25102, 25103, 25104, 25105, 25106, 25107, 25108, 25109, 25110, 25111, 25112, 25113, 25114, 25115, 25116, 25117, 25118, 25119, 25120, 25121, 25122, 25123, 25124, 25125, 25126, 25127, 25128, 25129, 25130, 25131, 25132, 25133, 25134, 25135, 25136, 25137, 25138, 25139, 25140, 25141, 25142, 25143, 25144, 25145, 25146, 25147, 25148, 25149, 25150, 25151, 25152, 25153, 25154, 25155, 25156, 25157, 25158, 25159, 25160, 25161, 25162, 25163, 25164, 25165, 25166, 25167, 25168, 25169, 25170, 25171, 25172, 25173, 25174, 25175, 25176, 25177, 25178, 25179, 25180, 25181, 25182, 25183, 25184, 25185, 25186, 25187, 25188, 25189, 25190, 25191, 25192, 25193, 25194, 25195, 25196, 25197, 25198, 25199, 25200, 25201, 25202, 25203, 25204, 25205, 25206, 25207, 25208, 25209, 25210, 25211, 25212, 25213, 25214, 25215, 25216, 25217, 25218, 25219, 25220, 25221, 25222, 25223, 25224, 25225, 25226, 25227, 25228, 25229, 25230, 25231, 25232, 25233, 25234, 25235, 25236, 25237, 25238, 25239, 25240, 25241, 25242, 25243, 25244, 25245, 25246, 25247, 25248, 25249, 25250, 25251, 25252, 25253, 25254, 25255, 25256, 25257, 25258, 25259, 25260, 25261, 25262, 25263, 25264, 25265, 25266, 25267, 25268, 25269, 25270, 25271, 25272, 25273, 25274, 25275, 25276, 25277, 25278, 25279, 25280, 25281, 25282, 25283, 25284, 25285, 25286, 25287, 25288, 25289, 25290, 25291, 25292, 25293, 25294, 25295, 25296, 25297, 25298, 25299, 25300, 25301, 25302, 25303, 25304, 25305, 25306, 25307, 25308, 25309, 25310, 25311, 25312, 25313, 25314, 25315, 25316, 25317, 25318, 25319, 25320, 25321, 25322, 25323, 25324, 25325, 25326, 25327, 25328, 25329, 25330, 25331, 25332, 25333, 25334, 25335, 25336, 25337, 25338, 25339, 25340, 25341, 25342, 25343, 25344, 25345, 25346, 25347, 25348, 25349, 25350, 25351, 25352, 25353, 25354, 25355, 25356, 25357, 25358, 25359, 25360, 25361, 25362, 25363, 25364, 25365, 25366, 25367, 25368, 25369, 25370, 25371, 25372, 25373, 25374, 25375, 25376, 25377, 25378, 25379, 25380, 25381, 25382, 25383, 25384, 25385, 25386, 25387, 25388, 25389, 25390, 25391, 25392, 25393, 25394, 25395, 25396, 25397, 25398, 25399, 25400, 25401, 25402, 25403, 25404, 25405, 25406, 25407, 25408, 25409, 25410, 25411, 25412, 25413, 25414, 25415, 25416, 25417, 25418, 25419, 25420, 25421, 25422, 25423, 25424, 25425, 25426, 25427, 25428, 25429, 25430, 25431, 25432, 25433, 25434, 25435, 25436, 25437, 25438, 25439, 25440, 25441, 25442, 25443, 25444, 25445, 25446, 25447, 25448, 25449, 25450, 25451, 25452, 25453, 25454, 25455, 25456, 25457, 25458, 25459, 25460, 25461, 25462, 25463, 25464, 25465, 25466, 25467, 25468, 25469, 25470, 25471, 25472, 25473, 25474, 25475, 25476, 25477, 25478, 25479, 25480, 25481, 25482, 25483, 25484, 25485, 25486, 25487, 25488, 25489, 25490, 25491, 25492, 25493, 25494, 25495, 25496, 25497, 25498, 25499, 25500, 25501, 25502, 25503, 25504, 25505, 25506, 25507, 25508, 25509, 25510, 25511, 25512, 25513, 25514, 25515, 25516, 25517, 25518, 25519, 25520, 25521, 25522, 25523, 25524, 25525, 25526, 25527, 25528, 25529, 25530, 25531, 25532, 25533, 25534, 25535, 25536, 25537, 25538, 25539, 25540, 25541, 25542, 25543, 25544, 25545, 25546, 25547, 25548, 25549, 25550, 25551, 25552, 25553, 25554, 25555, 25556, 25557, 25558, 25559, 25560, 25561, 25562, 25563, 25564, 25565, 25566, 25567, 25568, 25569, 25570, 25571, 25572, 25573, 25574, 25575, 25576, 25577, 25578, 25579, 25580, 25581, 25582, 25583, 25584, 25585, 25586, 25587, 25588, 25589, 25590, 25591, 25592, 25593, 25594, 25595, 25596, 25597, 25598, 25599, 25600, 25601, 25602, 25603, 25604, 25605, 25606, 25607, 25608, 25609, 25610, 25611, 25612, 25613, 25614, 25615, 25616, 25617, 25618, 25619, 25620, 25621, 25622, 25623, 25624, 25625, 25626, 25627, 25628, 25629, 25630, 25631, 25632, 25633, 25634, 25635, 25636, 25637, 25638, 25639, 25640, 25641, 25642, 25643, 25644, 25645, 25646, 25647, 25648, 25649, 25650, 25651, 25652, 25653, 25654, 25655, 25656, 25657, 25658, 25659, 25660, 25661, 25662, 25663, 25664, 25665, 25666, 25667, 25668, 25669, 25670, 25671, 25672, 25673, 25674, 25675, 25676, 25677, 25678, 25679, 25680, 25681, 25682, 25683, 25684, 25685, 25686, 25687, 25688, 25689, 25690, 25691, 25692, 25693, 25694, 25695, 25696, 25697, 25698, 25699, 25700, 25701, 25702, 25703, 25704, 25705, 25706, 25707, 25708, 25709, 25710, 25711, 25712, 25713, 25714, 25715, 25716, 25717, 25718, 25719, 25720, 25721, 25722, 25723, 25724, 25725, 25726, 25727, 25728, 25729, 25730, 25731, 25732, 25733, 25734, 25735, 25736, 25737, 25738, 25739, 25740, 25741, 25742, 25743, 25744, 25745, 25746, 25754, 25755, 25756, 25757, 25758, 25759, 25761, 25762, 25763, 25764, 25765, 25766, 25767, 25768, 25781, 25782, 25783, 25784, 25785, 25786, 25787, 25788, 25789, 25790, 25791, 25792, 25793, 25794, 25795, 25796, 25797, 25798, 25799, 25800, 25801, 25802, 25803, 25804, 25805, 25806, 25807, 25808, 25809, 25810, 25811, 25812, 25813, 25814, 25815, 25816, 25817, 25818, 25819, 25820, 25821, 25822, 25823, 25824, 25825, 25826, 25827, 25828, 25829, 25830, 25831, 25832, 25833, 25834, 25835, 25836, 25837, 25838, 25839, 25840, 25841, 25842, 25843, 25844, 25845, 25846, 25847, 25848, 25849, 25850, 25851, 25852, 25853, 25854, 25855, 25856, 25857, 25858, 25859, 25860, 25861, 25862, 25863, 25864, 25865, 25866, 25867, 25868, 25869, 25870, 25871, 25872, 25873, 25874, 25875, 25876, 25877, 25878, 25879, 25880, 25881, 25882, 25883, 25884, 25885, 25886, 25887, 25888, 25889, 25890, 25891, 25892, 25893, 25894, 25895, 25896, 25897, 25898, 25899, 25900, 25901, 25902, 25903, 25904, 25905, 25906, 25907, 25908, 25909, 25910, 25911, 25912, 25913, 25914, 25915, 25916, 25917, 25918, 25919, 25920, 25921, 25922, 25923, 25924, 25925, 25926, 25927, 25928, 25929, 25930, 26500, 26501, 26502, 26503, 26504, 26505, 26506, 26507, 26508, 26509, 26510, 26511, 26512, 26513, 26514, 26515, 26516, 26517, 26518, 26519, 26520, 26521, 26522, 26523, 26524, 26525, 26526, 26527, 26528, 26529, 26530, 26531, 26532, 26533, 26534, 26535, 26536, 26537, 26538, 26539, 26540, 26541, 26542, 26543, 26544, 26545, 26546, 26547, 26548, 26549, 26550, 26551, 26552, 26553, 26554, 26555, 26556, 26557, 26558, 26559, 26560, 26561, 26562, 26563, 26564, 26565, 26566, 26567, 26568, 26569, 26570, 26571, 26572, 26573, 26574, 26575, 26576, 26577, 26578, 26579, 26580, 26581, 26582, 26583, 26584, 26585, 26586, 26587, 26588, 26589, 26590, 26591, 26592, 26593, 26594, 26595, 26596, 26597, 26598, 26599, 26600, 26601, 26602, 26603, 26604, 26605, 26606, 26607, 26608, 26609, 26610, 26611, 26612, 26613, 26614, 26615, 26616, 26617, 26618, 26619, 26620, 26621, 26622, 26623, 26624, 26625, 26626, 26627, 26628, 26629, 26630, 26631, 26632, 26633, 26634, 26635, 26636, 26637, 26638, 26639, 26640, 26641, 26642, 26643, 26644, 26645, 26646, 26647, 26648, 26649, 26650, 26651, 26652, 26653, 26654, 26655, 26656, 26657, 26658, 26659, 26660, 26661, 26662, 26663, 26664, 26665, 26666, 26667, 26668, 26669, 26670, 26671, 26672, 26673, 26674, 26675, 26676, 26677, 26678, 26679, 26680, 26681, 26682, 26683, 26684, 26685, 26686, 26687, 26688, 26689, 26690, 26691, 26692, 26693, 26694, 26695, 26696, 26697, 26698, 26699, 26700, 26701, 26702, 26703, 26704, 26705, 26706, 26707, 26708, 26709, 26710, 26711, 26712, 26713, 26714, 26715, 26716, 26717, 26718, 26719, 26720, 26721, 26722, 26723, 26724, 26725, 26726, 26727, 26728, 26729, 26730, 26731, 26732, 26733, 26734, 26735, 26736, 26737, 26738, 26739, 26740, 26741, 26742, 26743, 26744, 26745, 26746, 26747, 26748, 26749, 26750, 26751, 26752, 26753, 26754, 26755, 26756, 26757, 26758, 26759, 26760, 26761, 26762, 26763, 26764, 26765, 26766, 26767, 26768, 26769, 26770, 26771, 26772, 26773, 26774, 26775, 26776, 26777, 26778, 26779, 26780, 26781, 26782, 26783, 26784, 26785, 26786, 26787, 26788, 26789, 26790, 26791, 26792, 26793, 26794, 26795, 26796, 26797, 26798, 26799, 26800, 26801, 26802, 26803, 26804, 26805, 26806, 26807, 26808, 26809, 26810, 26811, 26812, 26813, 26814, 26815, 26816, 26817, 26818, 26819, 26820, 26821, 26822, 26823, 26824, 26825, 26826, 26827, 26828, 26829, 26830, 26831, 26832, 26833, 26834, 26835, 26836, 26837, 26838, 26839, 26840, 26841, 26842, 26843, 26844, 26845, 26846, 26847, 26848, 26849, 26850, 26851, 26852, 26853, 26854, 26855, 26856, 26857, 26858, 26859, 26860, 26861, 26862, 26863, 26864, 26865, 26866, 26867, 26868, 26869, 26870, 26871, 26872, 26873, 26874, 26875, 26876, 26877, 26878, 26879, 26880, 26881, 26882, 26883, 26884, 26885, 26886, 26887, 26888, 26889, 26890, 26891, 26892, 26893, 26894, 26895, 26896, 26897, 26898, 26899, 26900, 26901, 26902, 26903, 26904, 26905, 26906, 26907, 26908, 26909, 26910, 26911, 26912, 26913, 26914, 26915, 26916, 26917, 26918, 26919, 26920, 26921, 26922, 26923, 26924, 26925, 26926, 26927, 26928, 26929, 26930, 26931, 26932, 26933, 26934, 26935, 26936, 26937, 26938, 26939, 26940, 26941, 26942, 26943, 26944, 26945, 26946, 26947, 26948, 26949, 26950, 26951, 26952, 26953, 26954, 26955, 26956, 26957, 26958, 26959, 26960, 26961, 26962, 26963, 26964, 26965, 26966, 26967, 26968, 26969, 26970, 26971, 26972, 26973, 26974, 26975, 26976, 26977, 26978, 26979, 26980, 26981, 26982, 26983, 26984, 26985, 26986, 26987, 26988, 26989, 26990, 26991, 26992, 26993, 26994, 26995, 26996, 26997, 26998, 26999, 27000, 27001, 27002, 27003, 27004, 27005, 27006, 27007, 27008, 27009, 27010, 27011, 27012, 27013, 27014, 27015, 27016, 27017, 27018, 27019, 27020, 27021, 27022, 27023, 27024, 27025, 27026, 27027, 27028, 27029, 27030, 27031, 27032, 27033, 27034, 27035, 27036, 27037, 27038, 27039, 27040, 27041, 27042, 27043, 27044, 27045, 27046, 27047, 27048, 27049, 27050, 27051, 27052, 27053, 27054, 27055, 27056, 27057, 27058, 27059, 27060, 27061, 27062, 27063, 27064, 27065, 27066, 27067, 27068, 27069, 27070, 27071, 27072, 27073, 27074, 27075, 27076, 27077, 27078, 27079, 27080, 27081, 27082, 27083, 27084, 27085, 27086, 27087, 27088, 27089, 27090, 27091, 27092, 27093, 27094, 27095, 27096, 27097, 27098, 27099, 27100, 27101, 27102, 27103, 27104, 27105, 27106, 27107, 27108, 27109, 27110, 27111, 27112, 27113, 27114, 27115, 27116, 27117, 27118, 27119, 27120, 27121, 27122, 27123, 27124, 27125, 27126, 27127, 27128, 27129, 27130, 27131, 27132, 27133, 27134, 27135, 27136, 27137, 27138, 27139, 27140, 27141, 27142, 27143, 27144, 27145, 27146, 27147, 27148, 27149, 27150, 27151, 27152, 27153, 27154, 27155, 27156, 27157, 27158, 27159, 27160, 27161, 27162, 27163, 27164, 27165, 27166, 27167, 27168, 27169, 27170, 27171, 27172, 27173, 27174, 27175, 27176, 27177, 27178, 27179, 27180, 27181, 27182, 27183, 27184, 27185, 27186, 27187, 27188, 27189, 27190, 27191, 27192, 27193, 27194, 27195, 27196, 27197, 27198, 27199, 27200, 27201, 27202, 27203, 27204, 27205, 27206, 27207, 27208, 27209, 27210, 27211, 27212, 27213, 27214, 27215, 27216, 27217, 27218, 27219, 27220, 27221, 27222, 27223, 27224, 27225, 27226, 27227, 27228, 27229, 27230, 27231, 27232, 27233, 27234, 27235, 27236, 27237, 27238, 27239, 27240, 27241, 27242, 27243, 27244, 27245, 27246, 27247, 27248, 27249, 27250, 27251, 27252, 27253, 27254, 27255, 27256, 27257, 27258, 27259, 27260, 27261, 27262, 27263, 27264, 27265, 27266, 27267, 27268, 27269, 27270, 27271, 27272, 27273, 27274, 27275, 27276, 27277, 27278, 27279, 27280, 27281, 27282, 27283, 27284, 27285, 27286, 27287, 27288, 27289, 27290, 27291, 27292, 27293, 27294, 27295, 27296, 27297, 27298, 27299, 27300, 27301, 27302, 27303, 27304, 27305, 27306, 27307, 27308, 27309, 27310, 27311, 27312, 27313, 27314, 27315, 27316, 27317, 27318, 27319, 27320, 27321, 27322, 27323, 27324, 27325, 27326, 27327, 27328, 27329, 27330, 27331, 27332, 27333, 27334, 27335, 27336, 27337, 27338, 27339, 27340, 27341, 27342, 27343, 27344, 27345, 27346, 27347, 27348, 27349, 27350, 27351, 27352, 27353, 27354, 27355, 27356, 27357, 27358, 27359, 27360, 27361, 27362, 27363, 27364, 27365, 27366, 27367, 27368, 27369, 27370, 27371, 27372, 27373, 27374, 27375, 27376, 27377, 27378, 27379, 27380, 27381, 27382, 27383, 27384, 27385, 27386, 27387, 27388, 27389, 27390, 27391, 27392, 27393, 27394, 27395, 27396, 27397, 27398, 27399, 27400, 27401, 27402, 27403, 27404, 27405, 27406, 27407, 27408, 27409, 27410, 27411, 27412, 27413, 27414, 27415, 27416, 27417, 27418, 27419, 27420, 27421, 27422, 27423, 27424, 27425, 27426, 27427, 27428, 27429, 27430, 27431, 27432, 27433, 27434, 27435, 27436, 27437, 27438, 27439, 27440, 27441, 27442, 27443, 27444, 27445, 27446, 27447, 27448, 27449, 27450, 27451, 27452, 27453, 27454, 27455, 27456, 27457, 27458, 27459, 27460, 27461, 27462, 27463, 27464, 27465, 27466, 27467, 27468, 27469, 27470, 27471, 27472, 27473, 27474, 27475, 27476, 27477, 27478, 27479, 27480, 27481, 27482, 27483, 27484, 27485, 27486, 27487, 27488, 27489, 27490, 27491, 27492, 27493, 27494, 27495, 27496, 27497, 27498, 27499, 27500, 27501, 27502, 27503, 27504, 27505, 27506, 27507, 27508, 27509, 27510, 27511, 27512, 27513, 27514, 27515, 27516, 27517, 27518, 27519, 27520, 27521, 27522, 27523, 27524, 27525, 27526, 27527, 27528, 27529, 27530, 27531, 27532, 27533, 27534, 27535, 27536, 27537, 27538, 27539, 27540, 27541, 27542, 27543, 27544, 27545, 27546, 27547, 27548, 27549, 27550, 27551, 27552, 27553, 27554, 27555, 27556, 27557, 27558, 27559, 27560, 27561, 27562, 27563, 27564, 27565, 27566, 27567, 27568, 27569, 27570, 27571, 27572, 27573, 27574, 27575, 27576, 27577, 27578, 27579, 27580, 27581, 27582, 27583, 27584, 27585, 27586, 27587, 27588, 27589, 27590, 27591, 27592, 27593, 27594, 27595, 27596, 27597, 27598, 27599, 27600, 27601, 27602, 27603, 27604, 27605, 27606, 27607, 27608, 27609, 27610, 27611, 27612, 27613, 27614, 27615, 27616, 27617, 27618, 27619, 27620, 27621, 27622, 27623, 27624, 27625, 27626, 27627, 27628, 27629, 27630, 27631, 27632, 27633, 27634, 27635, 27636, 27637, 27638, 27639, 27640, 27641, 27642, 27643, 27644, 27645, 27646, 27647, 27648, 27649, 27650, 27651, 27652, 27653, 27654, 27655, 27656, 27657, 27658, 27659, 27660, 27661, 27662, 27663, 27664, 27665, 27666, 27667, 27668, 27669, 27670, 27671, 27672, 27673, 27674, 27675, 27676, 27677, 27678, 27679, 27680, 27681, 27682, 27683, 27684, 27685, 27686, 27687, 27688, 27689, 27690, 27691, 27692, 27693, 27694, 27695, 27696, 27697, 27698, 27699, 27700, 27701, 27702, 27703, 27704, 27705, 27706, 27707, 27708, 27709, 27710, 27711, 27712, 27713, 27714, 27715, 27716, 27717, 27718, 27719, 27720, 27721, 27722, 27723, 27724, 27725, 27726, 27727, 27728, 27729, 27730, 27731, 27732, 27733, 27734, 27735, 27736, 27737, 27738, 27739, 27740, 27741, 27742, 27743, 27744, 27745, 27746, 27747, 27748, 27749, 27750, 27751, 27752, 27753, 27754, 27755, 27756, 27757, 27758, 27759, 27760, 27761, 27762, 27763, 27764, 27765, 27766, 27767, 27768, 27769, 27770, 27771, 27772, 41257, 41260, 41262, 41263, 41268, 41280, 41281, 41282, 41283, 42014, 42016, 42018, 42020, 42026, 42030, 42032, 130004, 130008, 130014, 130016, 130018, 130020, 130022, 130060, 130062, 130064, 130070, 130082, 130104, 130106, 130118, 130134, 130148, 130174, 130176, 130178, 130184, 130186, 130188, 130190, 130194, 130196, 130198, 130200, 130202, 130212, 130216, 130218, 130224, 130226, 130228, 130230, 130254, 130264, 130310, 130320, 130336, 130338, 130340, 130342, 130344, 130622, 130624, 130626, 130632, 130634, 130642, 130646, 130648, 130656, 130658, 130660, 130664, 130666, 130670, 130686, 130688, 130696, 130698, 130700, 130702, 130704, 130706, 130708, 130714, 130718, 130722, 130724, 130726, 130734, 130736, 130738, 130770, 130774, 130784, 130792, 130804, 130814, 130816, 130818, 130820, 130826, 130828, 130830, 130832, 130836, 130838, 130840, 130842, 130846, 130848, 130852, 130854, 130868, 130874, 130890, 130892, 130894, 130896, 130898, 130902, 130904, 130906, 130908, 130910, 130914, 130916, 130918, 130920, 130922, 130924, 130932, 130944, 130998, 131000, 131016, 131022, 131030, 131032, 131036, 131038, 131042, 131046, 131048, 131052, 131054, 131056, 131060, 131062, 131064, 131066, 131070, 131072, 131074, 131076, 131078, 131082, 131084, 131086, 131088, 131090, 131092, 131102, 131104, 131106, 131108, 131110, 131114, 131118, 131124, 131126, 131128, 131130, 131132, 131136, 131138, 131142, 131144, 131148, 131150, 131152, 131154, 131158, 131160, 131164, 131166, 131168, 131174, 131178, 131180, 131182, 131184, 131186, 131190, 131192, 131196, 131198, 131202, 131204, 131208, 131210, 131212, 131214, 131216, 131220, 131222, 131224, 131228, 131230, 131234, 131236, 131242, 131244, 131246, 131250, 131252, 131256, 131258, 131260, 131262, 131264, 131270, 131280, 131282, 131286, 131290, 131296, 131298, 131300, 131304, 131306, 131308, 131310, 131314, 131316, 131322, 131324, 131328, 131330, 131338, 131342, 131344, 131346, 131348, 131350, 131352, 131354, 131356, 131360, 131362, 131364, 131366, 131368, 131370, 131374, 131378, 131380, 131382, 131384, 131386, 131388, 131390, 131392, 131396, 131400, 131402, 131404, 131406, 131408, 131410, 131412, 131414, 131416, 131422, 131424, 131426, 131428, 131430, 131432, 131436, 131440, 131442, 131444, 131446, 131450, 131456, 131458, 131462, 131464, 131466, 131468, 131470, 131472, 131474, 131476, 131478, 131480, 131482, 131484, 131488, 131490, 131492, 131494, 131498, 131502, 131518, 131524, 131528, 131534, 131538, 131540, 131546, 131548, 131554, 131556, 131560, 131562, 131564, 131566, 131568, 131570, 131572, 131574, 131576, 131578, 131580, 131582, 131584, 131586, 131590, 131592, 131594, 131598, 131600, 131602, 131604, 131608, 131610, 131612, 131614, 131616, 131618, 131620, 131624, 131626, 131628, 131630, 131632, 131634, 131636, 131638, 131640, 131642, 131644, 131646, 131648, 131650, 131652, 131654, 131658, 131662, 131666, 131668, 131670, 131674, 131676, 131678, 131680, 131682, 131684, 131688, 131690, 131692, 131698, 131700, 131702, 131704, 131706, 131708, 131716, 131720, 131722, 131726, 131728, 131730, 131734, 131736, 131738, 131740, 131742, 131746, 131748, 131754, 131760, 131766, 131768, 131774, 131778, 131782, 131788, 131790, 131792, 131794, 131796, 131798, 131802, 131804, 131806, 131810, 131812, 131820, 131822, 131824, 131826, 131830, 131834, 131836, 131840, 131848, 131850, 131852, 131858, 131860, 131862, 131864, 131868, 131870, 131872, 131874, 131876, 131878, 131880, 131882, 131884, 131886, 131888, 131892, 131894, 131898, 131900, 131904, 131906, 131910, 131912, 131914, 131916, 131918, 131922, 131924, 131926, 131928, 131930, 131934, 131938, 131940, 131942, 131946, 131948, 131950, 131954, 131956, 131958, 131960, 131962, 131964, 131970, 131972, 131974, 131976, 131978, 131980, 131982, 131986, 131988, 131990, 131992, 131994, 131996, 132002, 132004, 132008, 132014, 132016, 132020, 132022, 132030, 132032, 132034, 132036, 132038, 132042, 132050, 132054, 132056, 132058, 132062, 132064, 132066, 132070, 132072, 132074, 132076, 132078, 132082, 132084, 132086, 132088, 132090, 132092, 132096, 132098, 132100, 132102, 132104, 132106, 132108, 132110, 132112, 132116, 132118, 132122, 132124, 132128, 132130, 132132, 132134, 132136, 132138, 132140, 132142, 132144, 132146, 132148, 132150, 132152, 132156, 132160, 132162, 132164, 132166, 132168, 132170, 132174, 132186, 132188, 132192, 132194, 132196, 132202, 132206, 132212, 132216, 132220, 132222, 132224, 132228, 132230, 132232, 132238, 132240, 132242, 132244, 132248, 132250, 132252, 132256, 132260, 132262, 132264, 132268, 132270, 132274, 132276, 132278, 132280, 132288, 132298, 132312, 132468, 132472, 132500, 132510, 132518, 132522, 132532, 132536, 132542, 132562, 132574, 42015, 42017, 42019, 42021, 42027, 42031, 42033, 130005, 130009, 130015, 130017, 130019, 130021, 130023, 130061, 130063, 130065, 130071, 130083, 130105, 130107, 130119, 130135, 130149, 130175, 130177, 130179, 130185, 130187, 130189, 130191, 130195, 130197, 130199, 130201, 130203, 130213, 130217, 130219, 130225, 130227, 130229, 130231, 130255, 130265, 130311, 130321, 130337, 130341, 130343, 130345, 130623, 130625, 130627, 130633, 130635, 130643, 130647, 130649, 130657, 130659, 130661, 130665, 130667, 130671, 130687, 130689, 130697, 130699, 130701, 130703, 130705, 130707, 130709, 130715, 130719, 130723, 130725, 130727, 130735, 130737, 130739, 130771, 130775, 130785, 130793, 130805, 130815, 130817, 130819, 130821, 130827, 130829, 130831, 130833, 130839, 130843, 130847, 130849, 130853, 130855, 130869, 130875, 130891, 130893, 130895, 130897, 130899, 130903, 130905, 130907, 130909, 130911, 130915, 130917, 130919, 130921, 130923, 130925, 130933, 130945, 130999, 131001, 131017, 131023, 131031, 131033, 131037, 131039, 131043, 131047, 131049, 131053, 131055, 131057, 131061, 131063, 131065, 131067, 131071, 131073, 131075, 131077, 131079, 131083, 131085, 131087, 131089, 131091, 131093, 131103, 131105, 131107, 131109, 131111, 131115, 131119, 131125, 131129, 131131, 131133, 131137, 131139, 131143, 131145, 131149, 131151, 131153, 131155, 131159, 131161, 131165, 131167, 131175, 131179, 131181, 131183, 131185, 131187, 131191, 131193, 131197, 131199, 131203, 131205, 131209, 131211, 131213, 131215, 131217, 131223, 131225, 131229, 131231, 131237, 131243, 131245, 131247, 131251, 131253, 131257, 131259, 131261, 131263, 131265, 131271, 131281, 131283, 131287, 131291, 131297, 131299, 131305, 131307, 131309, 131311, 131315, 131317, 131323, 131325, 131329, 131331, 131339, 131343, 131345, 131347, 131349, 131351, 131353, 131355, 131357, 131361, 131363, 131365, 131367, 131369, 131371, 131375, 131379, 131381, 131383, 131385, 131387, 131389, 131391, 131393, 131397, 131401, 131403, 131407, 131409, 131411, 131413, 131415, 131417, 131423, 131425, 131427, 131429, 131431, 131433, 131437, 131441, 131443, 131445, 131447, 131451, 131457, 131459, 131463, 131465, 131467, 131469, 131471, 131473, 131475, 131477, 131479, 131481, 131483, 131485, 131489, 131491, 131493, 131495, 131499, 131503, 131519, 131525, 131529, 131535, 131539, 131541, 131547, 131549, 131555, 131557, 131561, 131563, 131565, 131567, 131569, 131571, 131573, 131575, 131577, 131579, 131581, 131583, 131585, 131587, 131591, 131593, 131595, 131599, 131601, 131603, 131605, 131609, 131611, 131613, 131615, 131617, 131619, 131621, 131625, 131627, 131629, 131631, 131633, 131635, 131637, 131639, 131641, 131643, 131645, 131647, 131649, 131651, 131653, 131655, 131659, 131663, 131667, 131669, 131671, 131675, 131677, 131679, 131681, 131683, 131685, 131689, 131691, 131693, 131699, 131701, 131703, 131705, 131707, 131709, 131717, 131721, 131723, 131727, 131729, 131731, 131735, 131737, 131739, 131741, 131743, 131747, 131749, 131755, 131761, 131767, 131769, 131775, 131779, 131783, 131791, 131793, 131795, 131797, 131799, 131803, 131805, 131807, 131811, 131813, 131821, 131823, 131825, 131827, 131831, 131835, 131837, 131841, 131849, 131851, 131859, 131861, 131863, 131865, 131869, 131871, 131873, 131875, 131877, 131879, 131881, 131883, 131885, 131887, 131889, 131893, 131895, 131899, 131901, 131905, 131907, 131911, 131913, 131915, 131917, 131919, 131923, 131925, 131927, 131929, 131931, 131935, 131939, 131941, 131943, 131947, 131949, 131951, 131955, 131957, 131959, 131961, 131963, 131965, 131971, 131973, 131975, 131977, 131979, 131981, 131987, 131989, 131991, 131993, 131995, 131997, 132003, 132005, 132009, 132015, 132017, 132021, 132023, 132031, 132033, 132035, 132037, 132039, 132043, 132051, 132055, 132057, 132059, 132063, 132065, 132067, 132071, 132073, 132075, 132077, 132079, 132083, 132085, 132087, 132089, 132091, 132093, 132097, 132099, 132101, 132103, 132105, 132107, 132109, 132111, 132113, 132117, 132119, 132123, 132125, 132129, 132131, 132133, 132135, 132137, 132139, 132141, 132143, 132145, 132147, 132149, 132151, 132153, 132157, 132161, 132163, 132165, 132167, 132169, 132171, 132175, 132187, 132189, 132193, 132195, 132197, 132203, 132207, 132213, 132217, 132221, 132223, 132225, 132245, 132265, 132269, 132271, 132275, 132277, 132279, 132281, 132289, 132299, 132469, 132473, 132501, 132511, 132519, 132523, 132533, 132537, 132543, 132563, 132575, 132313, 27983, 27984, 27985, 27986, 28001, 28005, 28006, 28008, 28009, 28010, 28030, 28032, 28033, 28034, 28035, 28036, 28037, 28038, 28039, 28040, 28041, 28042, 28043, 28044, 28045, 28046, 28047, 28048, 28049, 28050, 28051, 28052, 28053, 28054, 28055, 28056, 28057, 28058, 28059, 28060, 28061, 28062, 28063, 28064, 28065, 28066, 28067, 28068, 28069, 28070, 28071, 28072, 28073, 28074, 28075, 28076, 28077, 28078, 28079, 28080, 28081, 28082, 28083, 28084, 28085, 28086, 28087, 28088, 28089, 28090, 28091, 28092, 28093, 28094, 28095, 28096, 28097, 28098, 28099, 28100, 28101, 28102, 28103, 28104, 28105, 28106, 28107, 28108, 28109, 28110, 28111, 28112, 28113, 28114, 28115, 28116, 28117, 28118, 28119, 28120, 28121, 28122, 28123, 28124, 28125, 28126, 28127, 28141, 28142, 28143, 28146, 28166, 28167, 28174, 41001, 41259, 41261, 41264, 42038, 42039, 42040, 19, 21, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 68, 96, 120, 200, 393, 757, 1647, 2129, 3060, 3061, 3066, 3077, 3081, 3082, 3090, 3132, 3137, 3166, 4081, 4093, 4096, 4186, 4206, 4238, 4248, 4257, 4286, 4288, 4289, 4293, 4295, 5074, 5075, 5080, 5081, 5214, 5253, 5268, 5270, 5987, 5988, 5991, 6023, 6025, 6314, 6315, 6317, 6334, 6448, 6459, 6470, 6481, 6492, 6503, 6514, 6525, 6536, 6547, 7381, 7382, 7383, 7384, 7385, 7386, 7387, 7388, 7389, 7390, 7391, 7392, 7393, 7394, 7395, 7396, 7397, 7398, 7399, 7400, 7401, 7402, 7403, 7404, 7405, 7406, 7407, 7408, 7409, 7410, 7669, 7670, 7671, 7672, 7673, 7674, 10145, 10697, 12139, 12140, 12141, 12148, 12187, 12188, 12223, 12224, 12253, 12254, 12291, 12323, 12623, 12624, 12651, 12652, 12653, 12654, 12658, 12663, 12664, 12671, 12688, 12695, 12699, 12700, 12704, 12706, 12848, 12851, 12854, 20012, 20013, 20014, 20024, 20025, 20031, 20032, 20035, 20041, 20042, 20043, 20044, 20045, 20046, 20047, 20048, 20049, 20050, 20051, 20052, 20053, 20054, 20058, 20059, 20061, 20062, 20071, 20072, 20077, 20078, 20079, 20080, 20081, 20083, 20114, 20115, 20158, 20201, 20202, 20203, 20204, 20205, 20206, 20207, 20208, 20209, 20210, 20211, 20212, 20213, 20214, 20215, 20216, 20217, 20218, 20219, 20220, 20221, 20222, 20223, 20224, 20225, 20226, 20227, 20241, 20249, 20250, 20251, 20252, 20253, 20254, 20259, 20260, 20400, 20599, 20750, 20751, 21003, 21011, 21012, 21013, 21014, 21015, 21016, 21017, 21018, 21023, 21069, 21094, 21611, 21621, 21622, 21625, 21631, 21634, 21636, 21642, 21651, 21661, 21662, 21663, 21664, 21665, 21666, 21671, 21711, 21721, 21722, 21723, 21725, 21731, 21732, 21733, 21734, 21736, 21738, 21741, 21742, 21751, 21761, 21762, 21763, 21764, 21765, 21766, 21771, 21821, 21822, 21823, 21825, 21831, 21832, 21833, 21834, 21836, 21838, 21841, 21842, 21851, 21861, 21862, 21863, 21864, 21865, 21866, 21871, 22499, 22500, 22600, 22601, 22602, 22603, 22617, 22660, 22661, 22662, 22663, 22664, 23048, 23160, 23161, 23162, 23163, 23164, 23649, 23650, 23658, 23659, 23660, 23762, 23772, 23774, 23775, 25747, 25748, 25749, 25750, 25751, 25752, 25753, 27980, 28003, 29183, 29184, 29185, 29186, 29187, 29188, 29189, 29190, 29191, 29192, 29193, 29194, 29195, 29196, 29197, 29198, 29199, 29200, 29201, 29202, 29203, 29204, 29205, 29206, 29207, 29208, 29209, 30001, 30011, 30021, 30031, 30041, 30051, 30061, 30071, 30081, 30091, 30101, 30111, 30121, 30131, 30141, 30151, 30161, 30171, 30181, 30191, 30201, 30211, 30221, 30231, 30241, 30251, 30261, 30271, 30281, 30291, 30301, 30002, 30012, 30022, 30032, 30042, 30052, 30062, 30072, 30082, 30092, 30102, 30112, 30122, 30132, 30142, 30152, 30162, 30172, 30182, 30192, 30202, 30212, 30222, 30232, 30242, 30252, 30262, 30272, 30282, 30292, 30302, 30003, 30013, 30023, 30033, 30043, 30053, 30063, 30073, 30083, 30093, 30103, 30113, 30123, 30133, 30143, 30153, 30163, 30173, 30183, 30193, 30203, 30213, 30223, 30233, 30243, 30253, 30263, 30273, 30283, 30293, 30303, 30004, 30014, 30024, 30034, 30044, 30054, 30064, 30074, 30084, 30094, 30104, 30114, 30124, 30134, 30144, 30154, 30164, 30174, 30184, 30194, 30204, 30214, 30224, 30234, 30244, 30254, 30264, 30274, 30284, 30294, 30304, 30354, 30502, 30512, 30522, 30532, 30601, 30611, 30621, 30631, 30641, 30651, 30661, 30671, 30681, 30691, 30701, 30711, 30721, 30731, 30741, 30751, 30761, 30771, 30781, 30791, 30801, 30811, 30821, 30831, 30841, 30851, 30861, 30871, 30881, 30891, 30602, 30612, 30622, 30632, 30642, 30652, 30662, 30672, 30682, 30692, 30702, 30712, 30722, 30732, 30742, 30762, 30772, 30782, 30792, 30802, 30812, 30822, 30832, 30842, 30852, 30862, 30872, 30882, 30892, 30605, 30615, 30625, 30635, 30645, 30655, 30665, 30675, 30685, 30695, 30705, 30715, 30725, 30735, 30745, 30755, 30765, 30775, 30785, 30795, 30805, 30815, 30825, 30835, 30845, 30855, 30865, 30875, 30885, 30895, 30666, 30796, 30806, 30826, 30856, 30897, 30900, 30901, 30902, 40000, 41289, 41290, 90001, 90004, 105010, 105030, 110001, 110002, 110005, 110006, 110008, 120128])] -> [removeIfRedundant[processor](0.99,0.2, skipUnknowns=True)]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 10: ['vids' list([41270])] -> [createDiagnosisColumns[processor](41202,41204, binarised=True)]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 11: ['vids' list([41271])] -> [createDiagnosisColumns[processor](41203,41205, binarised=True)]\n" ] } ], "source": [ "funpack -cfg fmrib -d out.tsv ukbcols.csv" ] }, { "cell_type": "markdown", "id": "81d9c6d0", "metadata": {}, "source": [ "All of these rules are coded in a set of `.cfg` and `.tsv` files which are\n", "installed alongside the FUNPACK source code:" ] }, { "cell_type": "code", "execution_count": 73, "id": "2054eeda", "metadata": { "execution": { "iopub.execute_input": "2024-05-15T13:35:24.322130Z", "iopub.status.busy": "2024-05-15T13:35:24.321332Z", "iopub.status.idle": "2024-05-15T13:35:25.053456Z", "shell.execute_reply": "2024-05-15T13:35:25.052539Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "total 32\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "-rw-r--r-- 1 root root 236 May 15 14:33 README\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "drwxr-xr-x 2 root root 4096 May 15 14:32 fmrib\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "-rw-r--r-- 1 root root 2308 May 15 14:32 fmrib.cfg\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "-rw-r--r-- 1 root root 732 May 15 14:32 fmrib_cats.cfg\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "-rw-r--r-- 1 root root 607 May 15 14:32 fmrib_logs.cfg\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "-rw-r--r-- 1 root root 599 May 15 14:32 fmrib_new_release.cfg\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "-rw-r--r-- 1 root root 168 May 15 14:32 fmrib_standard.cfg\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "-rw-r--r-- 1 root root 411 May 15 14:32 local.cfg\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "total 40\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "-rw-r--r-- 1 root root 12110 May 15 14:32 categories.tsv\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "-rw-r--r-- 1 root root 3601 May 15 14:32 datacodings_navalues.tsv\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "-rw-r--r-- 1 root root 2595 May 15 14:32 datacodings_recoding.tsv\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "-rw-r--r-- 1 root root 61 May 15 14:32 datetime_formatting.tsv\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "-rw-r--r-- 1 root root 3396 May 15 14:32 processing.tsv\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "-rw-r--r-- 1 root root 60 May 15 14:32 variables_clean.tsv\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "-rw-r--r-- 1 root root 5703 May 15 14:32 variables_parentvalues.tsv\n" ] } ], "source": [ "cfgdir=$(python -c \"import funpack; print(funpack.findConfigDir())\")\n", "ls -l $cfgdir/\n", "ls -l $cfgdir/fmrib/" ] }, { "cell_type": "markdown", "id": "be9f8bd7", "metadata": {}, "source": [ "The key files are:\n", "\n", " * `variables_*.tsv`: Child value replacement, and cleaning rules for each\n", " variable.\n", " * `datacodings_*.tsv`: NA insertion and recoding rules for data codings -\n", " these are used when rules are not explicitly specified in the\n", " `variables_*.tsv` files, for a variable which uses a given data coding.\n", " * `processing.tsv`: List of all processing functions that are applied, in\n", " order.\n", " * `categories.tsv`: Variable categories, for use with the `--category`/`-c`\n", " option.\n", "\n", "\n", "> Note that these rules are released as a separate package called\n", "> [fmrib-unpack-fmrib-config](https://git.fmrib.ox.ac.uk/fsl/funpack-fmrib-config/),\n", "> but are automatically installed when you install FUNPACK.\n", "\n", "\n", "If you are not happy with some of the rules defined in these files, you have the\n", "following options:\n", "\n", "1. Override them on the command-line, or in a configuration file (see below)\n", "2. Modify them in place.\n", "3. Create your own versions of the files, and pass them via the following\n", " command-line options:\n", "\n", " * `--variable_file` (`-vf` for short)\n", " * `--datacoding_file` (`-df` for short)\n", " * `--type_file` (`-tf` for short)\n", " * `--processing_file` (`-pf` for short)\n", " * `--category_file` (`-cf` for short)\n", "\n", "\n", "Rules which you provide on the command-line or via the `-vf` and `-df` options\n", "will override built-in rules for the same variables/datacodings.\n", "\n", "\n", "The variable and datacoding rules can be stored across multiple files - for\n", "example, you may want to write all of the NA insertion rules in one file, and\n", "all of the child value replacement rules in another. FUNPACK will merge\n", "all of the built-in files and any additionally provided files together, so you\n", "do not need to maintain large and unwieldy variable/datacoding tables.\n", "\n", "\n", "### Using a configuration file\n", "\n", "\n", "FUNPACK has an extensive command-line interface, but you don't need to pass\n", "all of the settings via the command-line. Instead, you can put them into a\n", "file, and give that file to FUNPACK with the `--config` (`-cfg` for short)\n", "option. You need to use the long-form of each command-line option, without the\n", "leading `--`.\n", "\n", "\n", "Let's take our example from the [dry run section](#Dry-run), and put all of\n", "the options into a configuration file:" ] }, { "cell_type": "code", "execution_count": 74, "id": "2f03309f", "metadata": { "execution": { "iopub.execute_input": "2024-05-15T13:35:25.057402Z", "iopub.status.busy": "2024-05-15T13:35:25.057109Z", "iopub.status.idle": "2024-05-15T13:35:25.723544Z", "shell.execute_reply": "2024-05-15T13:35:25.722580Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "no_builtins\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "quiet\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "overwrite\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "na_values 1 \"7,8,9\"\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "recoding 2 \"1,2,3\" \"100,200,300\"\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "child_values 3 \"v4 != 20\" \"25\"\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "clean 4 \"makeNa('< 50')\"\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "append_process all \"removeIfSparse(minpres=0.5)\"\n" ] } ], "source": [ "cat < config.txt\n", "no_builtins\n", "quiet\n", "overwrite\n", "na_values 1 \"7,8,9\"\n", "recoding 2 \"1,2,3\" \"100,200,300\"\n", "child_values 3 \"v4 != 20\" \"25\"\n", "clean 4 \"makeNa('< 50')\"\n", "append_process all \"removeIfSparse(minpres=0.5)\"\n", "EOF\n", "\n", "cat config.txt" ] }, { "cell_type": "markdown", "id": "6730973d", "metadata": {}, "source": [ "Now we can pass this file to FUNPACK instead of having to pass all of the\n", "command line options:" ] }, { "cell_type": "code", "execution_count": 75, "id": "9de9d364", "metadata": { "execution": { "iopub.execute_input": "2024-05-15T13:35:25.727732Z", "iopub.status.busy": "2024-05-15T13:35:25.727110Z", "iopub.status.idle": "2024-05-15T13:35:26.577316Z", "shell.execute_reply": "2024-05-15T13:35:26.576377Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "funpack 3.8.1 dry run\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Input data\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Loaded columns: 11\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Ignored columns: 0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Unknown columns: 10\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Uncategorised columns: 0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Loaded variables: 11\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Cleaning\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " NA Insertion: True\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1: [7.0, 8.0, 9.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Cleaning functions: True\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 4: [makeNa[cleaner](< 50)]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Child value replacement: True\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 3: [v4 != 20] -> [25.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Categorical recoding: True\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2: [1.0, 2.0, 3.0] -> [100.0, 200.0, 300.0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Processing: True\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1: ['all' list([])] -> [removeIfSparse[processor](minpres=0.5)]\n" ] } ], "source": [ "funpack -d -cfg config.txt out.tsv data_01.tsv" ] }, { "cell_type": "markdown", "id": "cab6bd28", "metadata": {}, "source": [ "### Working with unknown/uncategorised variables\n", "\n", "\n", "Future UK BioBank data releases may contain new variables that are not present\n", "in the built-in variable table used by FUNPACK, and thus are not recognised\n", "as UKB variables.\n", "\n", "\n", "Furthermore, if you are working with the hand-crafted variable categories from\n", "the [built-in fmrib configuration](#Built-in-rules), or your own categories,\n", "a new data release may contain variables which are not included in any\n", "category.\n", "\n", "\n", "To help you identify these new variables, FUNPACK has the ability to inform\n", "you about variables that it does not know about, or that are not categorised.\n", "\n", "\n", "To demonstrate, let's create a dummy variable table which lists all of the\n", "variables that we do know about - variables 1 to 5. We'll also create a custom\n", "category file, which adds variables 1 to 3 to a category:" ] }, { "cell_type": "code", "execution_count": 76, "id": "7d8c2427", "metadata": { "execution": { "iopub.execute_input": "2024-05-15T13:35:26.581623Z", "iopub.status.busy": "2024-05-15T13:35:26.581329Z", "iopub.status.idle": "2024-05-15T13:35:26.899007Z", "shell.execute_reply": "2024-05-15T13:35:26.898052Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ID\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "3\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "4\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "ID\tCategory\tVariables\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "1\tmy category\t1:3\n" ] } ], "source": [ "echo -e \"ID\\n1\\n2\\n3\\n4\\n5\\n\" > custom_variables.tsv\n", "echo -e \"ID\\tCategory\\tVariables\" > custom_categories.tsv\n", "echo -e \"1\\tmy category\\t1:3\" >> custom_categories.tsv\n", "cat custom_variables.tsv\n", "cat custom_categories.tsv" ] }, { "cell_type": "markdown", "id": "0e64a75b", "metadata": {}, "source": [ "Now we can use the `--write_unknown_vars` option (`-wu` for short) to generate\n", "a summary of the variables which FUNPACK did not recognise, or which were\n", "not in any category:\n", "\n", "\n", "> Again we are using the `-nb` (`--no_builtins`) option, which tells FUNPACK\n", "> not to load its built-in table of UK BioBank variables." ] }, { "cell_type": "code", "execution_count": 77, "id": "77f0d2ee", "metadata": { "execution": { "iopub.execute_input": "2024-05-15T13:35:26.903126Z", "iopub.status.busy": "2024-05-15T13:35:26.902833Z", "iopub.status.idle": "2024-05-15T13:35:27.770879Z", "shell.execute_reply": "2024-05-15T13:35:27.769973Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "name\tfile\tclass\texported\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "6-0.0\t/builds/fsl/funpack/funpack/scripts/demo/data_01.tsv\tunknown\t1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "7-0.0\t/builds/fsl/funpack/funpack/scripts/demo/data_01.tsv\tunknown\t1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "8-0.0\t/builds/fsl/funpack/funpack/scripts/demo/data_01.tsv\tunknown\t1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "9-0.0\t/builds/fsl/funpack/funpack/scripts/demo/data_01.tsv\tunknown\t1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "10-0.0\t/builds/fsl/funpack/funpack/scripts/demo/data_01.tsv\tunknown\t1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "4-0.0\t/builds/fsl/funpack/funpack/scripts/demo/data_01.tsv\tuncategorised\t1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "5-0.0\t/builds/fsl/funpack/funpack/scripts/demo/data_01.tsv\tuncategorised\t1\n" ] } ], "source": [ "funpack -nb -vf custom_variables.tsv -cf custom_categories.tsv -wu out.tsv data_01.tsv\n", "cat out_unknown_vars.txt" ] }, { "cell_type": "markdown", "id": "81814f5e", "metadata": {}, "source": [ "This file contains a summary of the columns that were uncategorised or not\n", "recognised, and whether they were exported to the output file. If an\n", "unknown/uncategorised variable was not exported (e.g. it was removed during\n", "[processing](#Processing-examples) by a sparsity or redundancy check), the\n", "`exported` column will contain a `0` for that variable.\n", "\n", "\n", "If you are specifically interested in querying or working with these\n", "unknown/uncategorised variables, you can select them with the\n", "automatically-generated `unknown`/`uncategorised` categories:" ] }, { "cell_type": "code", "execution_count": 78, "id": "37044ab4", "metadata": { "execution": { "iopub.execute_input": "2024-05-15T13:35:27.774697Z", "iopub.status.busy": "2024-05-15T13:35:27.774406Z", "iopub.status.idle": "2024-05-15T13:35:29.568410Z", "shell.execute_reply": "2024-05-15T13:35:29.567437Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Unknown variables:\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "eid\t6-0.0\t7-0.0\t8-0.0\t9-0.0\t10-0.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "1\t22\t56\t65\t90\t12\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2\t35\t3\t65\t50\t67\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "3\t36\t96\t62\t48\t59\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "4\t20\t18\t72\t37\t27\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "5\t84\t11\t28\t69\t10\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "6\t46\t14\t60\t73\t80\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "7\t23\t39\t68\t7\t63\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "8\t83\t98\t36\t6\t23\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "9\t12\t95\t73\t2\t62\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "10\t20\t97\t57\t59\t23\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Uncategorised variables:\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "eid\t4-0.0\t5-0.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "1\t11\t84\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2\t42\t89\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "3\t84\t93\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "4\t48\t80\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "5\t68\t80\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "6\t59\t7\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "7\t46\t92\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "8\t30\t92\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "9\t79\t16\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "10\t41\t8\n" ] } ], "source": [ "funpack -nb -vf custom_variables.tsv -cf custom_categories.tsv -c unknown unknowns.tsv data_01.tsv\n", "funpack -nb -vf custom_variables.tsv -cf custom_categories.tsv -c uncategorised uncategorised.tsv data_01.tsv\n", "echo \"Unknown variables:\"\n", "cat unknowns.tsv\n", "echo \"Uncategorised variables:\"\n", "cat uncategorised.tsv" ] } ], "metadata": { "kernelspec": { "display_name": "Bash", "language": "bash", "name": "bash" }, "language_info": { "codemirror_mode": "shell", "file_extension": ".sh", "mimetype": "text/x-sh", "name": "bash" } }, "nbformat": 4, "nbformat_minor": 5 }