{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# Isotopically steady state 13C MFA\n", "## License information\n", "The data and model used in this notebook comes from \n", "\n", "Alagesan, S., Minton, N.P. & Malys, N. 13C-assisted metabolic flux analysis to investigate heterotrophic and mixotrophic metabolism in Cupriavidus necator H16. Metabolomics 14, 9 (2018). https://doi.org/10.1007/s11306-017-1302-z \n", "\n", "and is licensed under a Creative Commons Attribution 4.0 International License.\n", "\n", "You should have received a copy of the license along with this\n", "work. If not, see .\n", "\n", "## Description of data\n", "Alagesan and their colleagues aims to investigate the difference between heterotrophic and mixotrophic metabolism in Cupriavidus necator H16. They setup of three experimental condition differing in the available carbon sources. Two heterotrophic growth conditions using either [1-13C]fructose, or [1,2-13C]Glycerol as the sole carbon source and one mixotrophic condition using a mix of [1,2-13C]Glycerol and unlabelled CO2 as carbon source. All cultures are growth as batch cultures and samples were drawn during exponential growth phase." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import dotenv\n", "import ast\n", "import pandera as pa\n", "import incawrapper\n", "from incawrapper import utils\n", "from incawrapper import visualization" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# import environment variables\n", "INCA_base_directory = dotenv.get_key(dotenv.find_dotenv(), \"INCA_base_directory\")" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Importing and processing data\n", "We will try to make this tutorial as realistic as possible, therefore we will also include some data preprocessing to show case an example of how to get the data into the correct format. We have taken the data from the supplementary materials from the article described above. The actual supplementary materials is a word document, therefore we manually extracted the data into a series of csv and excel files.\n", "\n", "### Reaction data\n", "As a beginning we will have a look at the reactions and atom map from the article." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Reaction IDEquations (Carbon atom transition)
0ex_1FRU.ext (abcdef) -> F6P (abcdef)
1ex_2GLY.ext (abc) -> GLY (abc)
2R1GLY (abc) -> DHAP (abc)
3R2F6P (abcdef) -> G6P (abcdef)
4R3G6P (abcdef) -> F6P (abcdef)
.........
69R68ANTHR (abcdefg) + R5P (hijkl) -> CPADR5P (abcd...
70R69CPADR5P (abcdefghijkl) -> INDG (abcdfghijkl) +...
71R70INDG (abcdfghijkl) -> TRP (abcdfghijkl)
72R71R5P (abcde) + MTHF (f)-> HIS (edcbaf)
73R72ACCOA -> PHB_B
\n", "

74 rows × 2 columns

\n", "
" ], "text/plain": [ " Reaction ID Equations (Carbon atom transition)\n", "0 ex_1 FRU.ext (abcdef) -> F6P (abcdef)\n", "1 ex_2 GLY.ext (abc) -> GLY (abc)\n", "2 R1 GLY (abc) -> DHAP (abc)\n", "3 R2 F6P (abcdef) -> G6P (abcdef)\n", "4 R3 G6P (abcdef) -> F6P (abcdef)\n", ".. ... ...\n", "69 R68 ANTHR (abcdefg) + R5P (hijkl) -> CPADR5P (abcd...\n", "70 R69 CPADR5P (abcdefghijkl) -> INDG (abcdfghijkl) +...\n", "71 R70 INDG (abcdfghijkl) -> TRP (abcdfghijkl) \n", "72 R71 R5P (abcde) + MTHF (f)-> HIS (edcbaf)\n", "73 R72 ACCOA -> PHB_B\n", "\n", "[74 rows x 2 columns]" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "reacts = pd.read_excel(\"./Literature data/Cupriavidus necator Alagesan 2017/reactions.xlsx\")\n", "reacts" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "We see that the model contains 74 reaction. The incawrapper uses the package Pandera to validate the input data. We can check if the reaction data correctly formatted according to the `ReactionsSchema`. We will wrap it in a try-except clause to create an output that is easier to interpret." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "column 'rxn_id' not in dataframe\n", " Reaction ID Equations (Carbon atom transition)\n", "0 ex_1 FRU.ext (abcdef) -> F6P (abcdef)\n", "1 ex_2 GLY.ext (abc) -> GLY (abc)\n", "2 R1 GLY (abc) -> DHAP (abc)\n", "3 R2 F6P (abcdef) -> G6P (abcdef)\n", "4 R3 G6P (abcdef) -> F6P (abcdef)\n" ] } ], "source": [ "try:\n", " incawrapper.ReactionsSchema.validate(reacts)\n", "except pa.errors.SchemaError as e:\n", " print(type(e))\n", " print(e)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "We see that the schema does not pass the validation as a `SchemaError` is raised. Furthermore, Pandera informs us that the schema expects a column named `rxn_eqn` which is not found. Let's have a look at what are actually requirements for the model_reaction_schema." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
column namedtyperequirednullabledescription
0rxn_idstrTrueFalseThe unique id of the reaction
1rxn_eqnstrTrueFalseThe reaction equation with atom map. Allowed reaction arrows: ->, <->.
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "utils.present_schema_overview(incawrapper.ReactionsSchema)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "The `ReactionsSchema` requires two columns `rxn_eqn` and `rxn_id`. Let's rename the columns of the reactions data and rerun the validation." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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rxn_idrxn_eqn
0ex_1FRU.ext (abcdef) -> F6P (abcdef)
1ex_2GLY.ext (abc) -> GLY (abc)
2R1GLY (abc) -> DHAP (abc)
3R2F6P (abcdef) -> G6P (abcdef)
4R3G6P (abcdef) -> F6P (abcdef)
.........
69R68ANTHR (abcdefg) + R5P (hijkl) -> CPADR5P (abcd...
70R69CPADR5P (abcdefghijkl) -> INDG (abcdfghijkl) +...
71R70INDG (abcdfghijkl) -> TRP (abcdfghijkl)
72R71R5P (abcde) + MTHF (f)-> HIS (edcbaf)
73R72ACCOA -> PHB_B
\n", "

74 rows × 2 columns

\n", "
" ], "text/plain": [ " rxn_id rxn_eqn\n", "0 ex_1 FRU.ext (abcdef) -> F6P (abcdef)\n", "1 ex_2 GLY.ext (abc) -> GLY (abc)\n", "2 R1 GLY (abc) -> DHAP (abc)\n", "3 R2 F6P (abcdef) -> G6P (abcdef)\n", "4 R3 G6P (abcdef) -> F6P (abcdef)\n", ".. ... ...\n", "69 R68 ANTHR (abcdefg) + R5P (hijkl) -> CPADR5P (abcd...\n", "70 R69 CPADR5P (abcdefghijkl) -> INDG (abcdfghijkl) +...\n", "71 R70 INDG (abcdfghijkl) -> TRP (abcdfghijkl) \n", "72 R71 R5P (abcde) + MTHF (f)-> HIS (edcbaf)\n", "73 R72 ACCOA -> PHB_B\n", "\n", "[74 rows x 2 columns]" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "reacts_renamed = (reacts\n", " .copy()\n", " .rename(columns={\"Reaction ID\": \"rxn_id\", \"Equations (Carbon atom transition)\":\"rxn_eqn\"})\n", ")\n", "incawrapper.ReactionsSchema.validate(reacts_renamed)\n", "reacts_renamed" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "The reactions data passed the validation. We also notice that some reactions are the reverse of one anther, look at reaction R2 and R3 above. This is not a problem, but the often we are mainly interested in the net reaction. To avoid calculating the net reactions after the analysis, we will merge the reactions into one reversible reaction. The utils module has a small function called the `merge_reversible_reaction`." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Found inverse reaction: F6P (abcdef) -> G6P (abcdef) and G6P (abcdef) -> F6P (abcdef)\n", "Found inverse reaction: F16P (abcdef) -> DHAP (cba) + G3P (def) and DHAP (cba) + G3P (def) -> F16P (abcdef)\n", "Found inverse reaction: DHAP (abc) -> G3P (abc) and G3P (abc) -> DHAP (abc)\n", "Found inverse reaction: G3P (abc) -> 3PG (abc) and 3PG (abc) -> G3P (abc)\n", "Found inverse reaction: 3PG (abc) -> PEP (abc) and PEP (abc) -> 3PG (abc)\n", "Found inverse reaction: PEP (abc) -> PYR (abc) and PYR (abc) -> PEP (abc)\n", "Found inverse reaction: CIT (abcdef) -> ISCIT (abcdef) and ISCIT (abcdef) -> CIT (abcdef)\n", "Found inverse reaction: SUC (abcd) -> MAL (abcd) and MAL (abcd) -> SUC (abcd)\n", "Found inverse reaction: MAL (abcd) -> OAA (abcd) and OAA (abcd) -> MAL (abcd)\n", "Found inverse reaction: PEP (abc) + CO2 (d) -> OAA (abcd) and OAA (abcd) -> PEP (abc) + CO2 (d)\n", "Found inverse reaction: RU5P (abcde) -> R5P (abcde) and R5P (abcde) -> RU5P (abcde)\n", "Found inverse reaction: RU5P (abcde) -> X5P (abcde) and X5P (abcde) -> RU5P (abcde)\n", "Found inverse reaction: X5P (abcde) + R5P (fghij) -> G3P (cde) + S7P (abfghij) and G3P (cde) + S7P (abfghij) -> X5P (abcde) + R5P (fghij)\n", "Found inverse reaction: S7P (abcdefg) + G3P (hij) -> E4P (defg) + F6P (abchij) and E4P (defg) + F6P (abchij) -> S7P (abcdefg) + G3P (hij)\n", "Found inverse reaction: E4P (fghi) + X5P (abcde) -> F6P (abfghi) + G3P (cde) and F6P (abfghi) + G3P (cde) -> E4P (fghi) + X5P (abcde)\n", "Merged 15 reactions\n" ] }, { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
rxn_idrxn_eqn
0ex_1FRU.ext (abcdef) -> F6P (abcdef)
1ex_2GLY.ext (abc) -> GLY (abc)
2R1GLY (abc) -> DHAP (abc)
3R2F6P (abcdef) <-> G6P (abcdef)
5R4F16P (abcdef) -> F6P (abcdef)
\n", "
" ], "text/plain": [ " rxn_id rxn_eqn\n", "0 ex_1 FRU.ext (abcdef) -> F6P (abcdef)\n", "1 ex_2 GLY.ext (abc) -> GLY (abc)\n", "2 R1 GLY (abc) -> DHAP (abc)\n", "3 R2 F6P (abcdef) <-> G6P (abcdef)\n", "5 R4 F16P (abcdef) -> F6P (abcdef)" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "reacts_merged = utils.merge_reaverible_reaction(reacts_renamed)\n", "reacts_merged.head()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "We see that several reactions were successfully merged. " ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "reacts_processed = reacts_merged.copy()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Tracer information\n", "Now, we are ready to define the tracers that is used for the different experiments. This information is lifted from the materials and methods. They used substrates with 99 atom% purity for both the D-[1-13C]fructose, and [1,2-13C]glycerol. For the mixotrophic growth experiment they use two substrate [1,2-13C]glycerol and CO2. We will assume that the CO2 is unlabelled, i.e. labelled with natural abundance. Therefore, we will not consider the CO2 in the tracer specification." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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experiment_idmet_idtracer_idatom_idsatom_mdvenrichment
0fructoseFRU.extD-[1-13C]fructose[1][0.01, 0.99]1
1glycerolGLY.ext[1,2-13C]glycerol[1, 2][0.01, 0.99]1
2mixotrophGLY.ext[1,2-13C]glycerol[1, 2][0.01, 0.99]1
\n", "
" ], "text/plain": [ " experiment_id met_id tracer_id atom_ids atom_mdv enrichment\n", "0 fructose FRU.ext D-[1-13C]fructose [1] [0.01, 0.99] 1\n", "1 glycerol GLY.ext [1,2-13C]glycerol [1, 2] [0.01, 0.99] 1\n", "2 mixotroph GLY.ext [1,2-13C]glycerol [1, 2] [0.01, 0.99] 1" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tracer_info = pd.DataFrame.from_dict({\n", " 'experiment_id': [\n", " 'fructose', 'glycerol', 'mixotroph',\n", " ],\n", " 'met_id': ['FRU.ext', 'GLY.ext', 'GLY.ext'],\n", " 'tracer_id': [\n", " 'D-[1-13C]fructose', '[1,2-13C]glycerol', '[1,2-13C]glycerol',\n", " ],\n", " 'atom_ids': [\n", " [1], [1,2], [1,2],\n", " ],\n", " 'atom_mdv': [\n", " [0.01,0.99], [0.01,0.99],[0.01,0.99],\n", " ],\n", " 'enrichment': [\n", " 1, 1, 1,\n", " ] \n", "}, orient='columns')\n", "tracer_info.head()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "try:\n", " incawrapper.TracerSchema.validate(tracer_info)\n", "except Exception as e:\n", " print(e)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "The dataframe passed the validation, so we can move on to prepare the isopomer distribution vectors (idvs) also called the mass distribution vectors (mdvs). \n", "\n", "### MS measurements\n", "We will first inspect the data schema to inspect the required data structure." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
column namedtyperequirednullabledescription
0experiment_idstrTrueFalseID of the experiment. Must be a valid MATLAB variable name, legal characters are a-z, A-Z, 0-9, and the underscore character.
1met_idstrTrueFalseMetabolite ID of metabolite which is directly measured or from which the fragment is derived through a derivatization method.
2ms_idstrTrueFalseID of the measured ms fragment - often multiple fragment can be measured from the same metabolite
3measurement_replicateint64TrueFalseReplicate number of the measurement of the same fragment in the same experiment. \\n\"In most cases, the data will only have one measurement per fragment per experiment.
4labelled_atom_idsobjectTrueFalseList of atom ids of the labelled atoms in the metabolite.
5unlabelled_atomsstrFalseTrueThe molecular formula of the all atoms that cannot be labelled through \\nthe introduced labels in the tracers. This typically includes non-carbon elements of the fragment and all elements originating from derivatization agent. \\nINCA uses the unlabelled atoms to correct for natural abundance.
6mass_isotopeint64TrueFalseThe mass isotopomer of the fragment.\\nE.g. M0, M+1, etc. Specified as an integer. It is allowed to have gaps in the isotopmer of a given fragment, e.g. 0, 2, 3. In this case the intensity and \\nstd error of missing isotopomers are filled with NaN before inserted in INCA.
7intensityfloat64TrueTrueThe measured intensity of the fragment mass isotope.
8intensity_std_errorfloat64TrueTrueThe standard error of the measured intensity of the fragment mass isotope.
9timefloat64TrueFalseTime point of measurement only relevant for isotopically non-stationary MFA analysis
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "utils.present_schema_overview(incawrapper.MSMeasurementsSchema)\n" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "This provides a overview of which columns are required. Next, we load the MS data set from the article. We have copied the tables from the word document into an excel-workbook with three sheets one for each experiment (Fructose, Glycerol, GlycerolAndCO2). Lets have a look at the content of one of the sheets:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Amino AcidUnnamed: 1m/zMM+1M+2M+3M+4M+5M+6M+7M+8M+9
0Alanine[M-85]2320.9759 ± 0.00270.0230 ± 0.00350.0011 ± 0.00090000000
1NaN[M-57]2600.3509 ± 0.01350.6407 ± 0.01380.0078 ± 0.00030.0006 ± 0.0006000000
2Glycine[M-85]2180.9950 ± 0.00210.0049 ± 0.002100000000
3NaN[M-57]2460.9357 ± 0.00680.0638 ± 0.00720.0005 ± 0NaN000000
4Valine[M-85]2600.9513 ± 0.00580.0436 ± 0.00570.0049 ± 0.000500.00003 ± 000000
\n", "
" ], "text/plain": [ " Amino Acid Unnamed: 1 m/z M M+1 \\\n", "0 Alanine [M-85] 232 0.9759 ± 0.0027 0.0230 ± 0.0035 \n", "1 NaN [M-57] 260 0.3509 ± 0.0135 0.6407 ± 0.0138 \n", "2 Glycine [M-85] 218 0.9950 ± 0.0021 0.0049 ± 0.0021 \n", "3 NaN [M-57] 246 0.9357 ± 0.0068 0.0638 ± 0.0072 \n", "4 Valine [M-85] 260 0.9513 ± 0.0058 0.0436 ± 0.0057 \n", "\n", " M+2 M+3 M+4 M+5 M+6 M+7 M+8 M+9 \n", "0 0.0011 ± 0.0009 0 0 0 0 0 0 0 \n", "1 0.0078 ± 0.0003 0.0006 ± 0.0006 0 0 0 0 0 0 \n", "2 0 0 0 0 0 0 0 0 \n", "3 0.0005 ± 0 NaN 0 0 0 0 0 0 \n", "4 0.0049 ± 0.0005 0 0.00003 ± 0 0 0 0 0 0 " ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pd.read_excel(\"Literature data/Cupriavidus necator Alagesan 2017/MDV_raw.xlsx\", sheet_name='fructose').head()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "The `MSMeasurementSchema` requires the data in long (tidy) format. Therefore, we have written up a small function which parses a single sheet into long format. This function is obviously specific for this particular data set, but can serve as inspiration for similar raw data files." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "def parse_mdv_raw_to_long(df: pd.DataFrame, experiment_id: str)-> pd.DataFrame:\n", " df['Amino Acid'] = df['Amino Acid'].ffill()\n", " long = df.melt(id_vars=['Amino Acid', 'Unnamed: 1', 'm/z'], var_name='mass_isotope').drop(columns=['Unnamed: 1'])\n", " long[['intensity', 'intensity_std_error']] = long['value'].str.split(r'±|\\+', regex=True, expand=True)\n", " long.drop(columns=['value'], inplace=True)\n", "\n", " # convert strings to floats\n", " long['intensity'] = long['intensity'].str.strip().astype(float)\n", " long['intensity_std_error'] = long['intensity_std_error'].str.strip().astype(float)\n", "\n", " # some amino acids have trailing spaces\n", " long['Amino Acid'] = long['Amino Acid'].str.strip()\n", "\n", " # make ids\n", " long['fragment_id'] = long['Amino Acid'].str.replace(\" \", '') + long['m/z'].astype(str)\n", " long['experiment_id'] = experiment_id\n", " return long.dropna()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Now we will simply loop over the sheets of the excel-workbook and parse each sheet with the parser written above and stack the dataframes to obtain one dataframe in long format with data from all three experiments." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Amino Acidm/zmass_isotopeintensityintensity_std_errorfragment_idexperiment_id
0Alanine232M0.97590.0027Alanine232fructose
1Alanine260M0.35090.0135Alanine260fructose
2Glycine218M0.99500.0021Glycine218fructose
3Glycine246M0.93570.0068Glycine246fructose
4Valine260M0.95130.0058Valine260fructose
\n", "
" ], "text/plain": [ " Amino Acid m/z mass_isotope intensity intensity_std_error fragment_id \\\n", "0 Alanine 232 M 0.9759 0.0027 Alanine232 \n", "1 Alanine 260 M 0.3509 0.0135 Alanine260 \n", "2 Glycine 218 M 0.9950 0.0021 Glycine218 \n", "3 Glycine 246 M 0.9357 0.0068 Glycine246 \n", "4 Valine 260 M 0.9513 0.0058 Valine260 \n", "\n", " experiment_id \n", "0 fructose \n", "1 fructose \n", "2 fructose \n", "3 fructose \n", "4 fructose " ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "xl_file = pd.ExcelFile(\"Literature data/Cupriavidus necator Alagesan 2017/MDV_raw.xlsx\")\n", "mdvs_long = pd.DataFrame()\n", "for sheet in xl_file.sheet_names:\n", " df = xl_file.parse(sheet)\n", " df = parse_mdv_raw_to_long(df, experiment_id=sheet)\n", " mdvs_long = pd.concat([mdvs_long, df])\n", "mdvs_long.reset_index(drop=True, inplace=True)\n", "\n", "mdvs_long.head()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "INCA has troubles if the measurement errors are too small or 0. Therefore we will just check the std errors in the data." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "count 333.000000\n", "mean 0.009974\n", "std 0.010750\n", "min 0.000000\n", "25% 0.001500\n", "50% 0.005200\n", "75% 0.015800\n", "max 0.054400\n", "Name: intensity_std_error, dtype: float64" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mdvs_long['intensity_std_error'].describe()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "We see that there are som std error = 0, this will cause issues with INCA. Therefore will will apply a minimum error of 1e-4." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "# set minumum std_error to \n", "minimum_std_error = 1e-4\n", "mdvs_long.loc[mdvs_long['intensity_std_error'] < minimum_std_error, 'intensity_std_error'] = minimum_std_error" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "We see that the Amino acid names does not match the metabolite IDs in used in the reactions of the model. To accommodate this, we manually created a map between the metabolite IDs in the model and the amino acid names used in the data." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "met_abbriviations = {\n", " 'Alanine' : 'ALA' , 'Aspartic acid' : 'ASP' , 'Glycine' : 'GL' , \n", " 'Glutamic acid' : 'GLU' , 'Histidine' : 'HIS' , 'Isoleucine' : 'ILE' , \n", " 'Leucine' : 'LEU' , 'Methionine' : 'MET' , 'Phenylalanine' : 'PHE' , \n", " 'Serine' : 'SER' , 'Threonine' : 'THR' , 'Valine' : 'VAL' \n", "}" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "We can create a new column with the correct names using .map()" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "mdvs_long['met_id'] = mdvs_long['Amino Acid'].map(met_abbriviations)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "The mass isotopomers has to be specified as integers. Currently, they are specified as M, M+1 etc. " ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['M', 'M+1', 'M+2', 'M+3', 'M+4', 'M+5', 'M+6', 'M+7', 'M+8', 'M+9'],\n", " dtype=object)" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mdvs_long['mass_isotope'].unique()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "We make a small function to convert these values into integers." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def mass_isotope_to_int(mass_isotope: str)-> int:\n", " if isinstance(mass_isotope, int): # avoids error when rerunning the cell\n", " return mass_isotope\n", " elif mass_isotope == \"M\":\n", " return 0\n", " else:\n", " return int(mass_isotope.replace(\"M+\", \"\"))\n", "mass_isotope_to_int(\"M+1\")" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Amino Acidm/zmass_isotopeintensityintensity_std_errorfragment_idexperiment_idmet_id
0Alanine23200.97590.0027Alanine232fructoseALA
1Alanine26000.35090.0135Alanine260fructoseALA
2Glycine21800.99500.0021Glycine218fructoseGL
3Glycine24600.93570.0068Glycine246fructoseGL
4Valine26000.95130.0058Valine260fructoseVAL
\n", "
" ], "text/plain": [ " Amino Acid m/z mass_isotope intensity intensity_std_error fragment_id \\\n", "0 Alanine 232 0 0.9759 0.0027 Alanine232 \n", "1 Alanine 260 0 0.3509 0.0135 Alanine260 \n", "2 Glycine 218 0 0.9950 0.0021 Glycine218 \n", "3 Glycine 246 0 0.9357 0.0068 Glycine246 \n", "4 Valine 260 0 0.9513 0.0058 Valine260 \n", "\n", " experiment_id met_id \n", "0 fructose ALA \n", "1 fructose ALA \n", "2 fructose GL \n", "3 fructose GL \n", "4 fructose VAL " ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mdvs_long['mass_isotope'] = mdvs_long['mass_isotope'].apply(mass_isotope_to_int)\n", "mdvs_long.head()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "So far so good, but we are still missing information about which carbon atoms from the metabolite are found in each fragment (`labelled_atom_ids`). If we want to do natural abundance correction through INCA we should also supply the chemical formula of all the unlabelled atoms of the fragment. We have stored this information in a separate csv file. The labelled atoms column contains a list as a string therefore we will use the trick from section \"Note about formatting when reading csv and and excel files\" in the input data description." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
selectedfragment_idmetabolite_idlabelled_atomsunlabelled_atomsactiveformula
0TrueTyrosine302tyr__L[1, 2]C12H32O2NSi2TrueC14H32O2NSi2
1FalseLysine431lys__L[1, 2, 3, 4, 5, 6]C14H47O2N2Si3TrueC20H47O2N2Si3
2FalseLysine329lys__L[2, 3, 4, 5, 6]C12H41N2Si2TrueC17H41N2Si2
3FalseHistidine338his__L[2, 3, 4, 5, 6]C12H36N3Si2FalseC17H36N3Si2
4FalseHistidine440his__L[1, 2, 3, 4, 5, 6]C14H42O2N3Si3FalseC20H42O2N3Si3
\n", "
" ], "text/plain": [ " selected fragment_id metabolite_id labelled_atoms unlabelled_atoms \\\n", "0 True Tyrosine302 tyr__L [1, 2] C12H32O2NSi2 \n", "1 False Lysine431 lys__L [1, 2, 3, 4, 5, 6] C14H47O2N2Si3 \n", "2 False Lysine329 lys__L [2, 3, 4, 5, 6] C12H41N2Si2 \n", "3 False Histidine338 his__L [2, 3, 4, 5, 6] C12H36N3Si2 \n", "4 False Histidine440 his__L [1, 2, 3, 4, 5, 6] C14H42O2N3Si3 \n", "\n", " active formula \n", "0 True C14H32O2NSi2 \n", "1 True C20H47O2N2Si3 \n", "2 True C17H41N2Si2 \n", "3 False C17H36N3Si2 \n", "4 False C20H42O2N3Si3 " ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fragments = pd.read_csv('Literature data/Cupriavidus necator Alagesan 2017/fragments.csv', sep='\\t', converters={'labelled_atoms': ast.literal_eval})\n", "fragments.head()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "We will need to merge this information into the measurement data and for clarity we drop all the columns that are not required, even though it is allowed to have extra columns." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
mass_isotopeintensityintensity_std_errorms_idexperiment_idmet_idlabelled_atom_idsunlabelled_atoms
000.97590.0027Alanine232fructoseALA[2, 3]C8H26ONSi2
100.35090.0135Alanine260fructoseALA[1, 2, 3]C8H26O2NSi2
200.99500.0021Glycine218fructoseGL[2]C8H24ONSi2
300.93570.0068Glycine246fructoseGL[1, 2]C8H24O2NSi2
400.95130.0058Valine260fructoseVAL[2, 3, 4, 5]C8H30ONSi2
\n", "
" ], "text/plain": [ " mass_isotope intensity intensity_std_error ms_id experiment_id \\\n", "0 0 0.9759 0.0027 Alanine232 fructose \n", "1 0 0.3509 0.0135 Alanine260 fructose \n", "2 0 0.9950 0.0021 Glycine218 fructose \n", "3 0 0.9357 0.0068 Glycine246 fructose \n", "4 0 0.9513 0.0058 Valine260 fructose \n", "\n", " met_id labelled_atom_ids unlabelled_atoms \n", "0 ALA [2, 3] C8H26ONSi2 \n", "1 ALA [1, 2, 3] C8H26O2NSi2 \n", "2 GL [2] C8H24ONSi2 \n", "3 GL [1, 2] C8H24O2NSi2 \n", "4 VAL [2, 3, 4, 5] C8H30ONSi2 " ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ms_data = (mdvs_long\n", " .merge(\n", " fragments[['fragment_id', 'labelled_atoms', 'unlabelled_atoms']], \n", " on='fragment_id', how='left'\n", " )\n", " .rename(columns={ # rename columns to match the schema\n", " 'fragment_id': 'ms_id',\n", " 'labelled_atoms': 'labelled_atom_ids',\n", " })\n", " .drop(columns=['Amino Acid', 'm/z'])\n", ")\n", "ms_data.head()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Finally, the MS measurement data frame is lacking a time and a measurement replicate column. The time is only used for Isotopically non-stationary MFA, but due to the way the incawrapper works it is a required input also for isotopically stationary MFA. In that case fill the time column with zeros. Regarding `measurement_replicate` this dataset contains a single replicate for per measurement, therefore we will simply fill the column with `1`." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "ms_data['time'] = 0\n", "ms_data['measurement_replicate'] = 1" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "The data contains measurements from a fragment called `Methionine292`, we don't immediately know the labelled atom ids for this fragment, which resulted in Nan's in the labelled atom ids columns. We will just remove these measurements from the data." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "ms_data = ms_data.query('ms_id != \"Methionine292\"')\n" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "try:\n", " incawrapper.MSMeasurementsSchema.validate(ms_data)\n", "except Exception as e:\n", " print(e)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Flux measurements\n", "We see that the MS measurements passes the validation and we can now create proceed to the measurements of the fluxes. In this data set we only have one flux measurement for each experiment, i.e. the uptake rate of the main substrate. Therefore, this will just act as a scaling factor for all the flux and will not affect the ratios between the fluxes. To make the calculated fluxes comparable to the once in figure 2 in the article, we will set the uptakes rates to 1, instead of the measured uptake rates. \n", "\n", "#### Known inactive reactions\n", "The experiments utilizes different substrates. Thus, the model should not be able to import glycerol if it wasn't present in the medium. There are two ways to handle this situation. The first method is to remove the reactions that are known to be inactive. Here one should pay special attention to the \"source\" metabolites of the INCA model. INCA automatically determine which metabolites are \"sources\" and \"sinks\", if a metabolite is only consumed in the model it is considered a \"source\", and a \"sink\" if it is only produced in the model. \n", "\n", "In this model the glycerol uptake goes through the following reactions:" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
rxn_idrxn_eqn
1ex_2GLY.ext (abc) -> GLY (abc)
2R1GLY (abc) -> DHAP (abc)
6R5F16P (abcdef) <-> DHAP (cba) + G3P (def)
8R7DHAP (abc) <-> G3P (abc)
45R44DHAP (efg) + E4P (abcd) -> S7P (gfeabcd)
\n", "
" ], "text/plain": [ " rxn_id rxn_eqn\n", "1 ex_2 GLY.ext (abc) -> GLY (abc)\n", "2 R1 GLY (abc) -> DHAP (abc)\n", "6 R5 F16P (abcdef) <-> DHAP (cba) + G3P (def)\n", "8 R7 DHAP (abc) <-> G3P (abc)\n", "45 R44 DHAP (efg) + E4P (abcd) -> S7P (gfeabcd)" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "reacts_processed.query('rxn_eqn.str.contains(\"GLY \") | rxn_eqn.str.contains(\"GLY.ext\") | rxn_eqn.str.contains(\"DHAP \")')" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "If one removes the reaction ex_2, then GLY simply becomes a source, because it is not produced in any reaction in the model. Thus, in this model one needs to remove both reaction ex_2 and R1 to prevent the model from taking up glycerol. It is easy to make mistakes so once should be careful when removing reactions. \n", "\n", "Instead, we suggest to set a measurement of 0 and a small measurement error for the in active reactions.\n", "\n", "Note: It is possible to \"fix\" fluxes at a certain value, but in our experience this leads to issues for INCAs solver and produces' a \"Network is ill-conditioned\" warning. " ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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experiment_idrxn_idfluxflux_std_error
0fructoseex_110.0500
1fructoseex_200.0001
2glycerolex_100.0001
3glycerolex_210.0500
4mixotrophex_100.0001
5mixotrophex_210.0500
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" ], "text/plain": [ " experiment_id rxn_id flux flux_std_error\n", "0 fructose ex_1 1 0.0500\n", "1 fructose ex_2 0 0.0001\n", "2 glycerol ex_1 0 0.0001\n", "3 glycerol ex_2 1 0.0500\n", "4 mixotroph ex_1 0 0.0001\n", "5 mixotroph ex_2 1 0.0500" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "flux_measurements = pd.DataFrame.from_dict({\n", " 'experiment_id': ['fructose', 'fructose', 'glycerol', 'glycerol', 'mixotroph', 'mixotroph'],\n", " 'rxn_id': ['ex_1', 'ex_2', 'ex_1', 'ex_2', 'ex_1', 'ex_2'],\n", " 'flux': [1, 0, 0, 1, 0, 1], \n", " 'flux_std_error': [0.05, minimum_std_error, minimum_std_error, 0.05, minimum_std_error, 0.05],\n", "})\n", "flux_measurements" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Creating an INCA script\n", "We will use the function `create_inca_script_from_data()`. This function automatically determines measurement/data types in each experiment and build an INCA script for all or only the desired experiments. All experiments in the same INCA script will be fitted together, thus should be under the exact same biological conditions only varying in tracer, e.g. parallel labelling experiments one with [1-13C]Glucose and another with [1,2-13C]Glucose. The three experiments, fructose, glycerol and mixotroph, deploys different substrates. Thus, they cannot be considered parallel labelling experiments and therefore we need to fit the data from each experiment individually. This means that we need to create an INCA script for each of them.\n", "\n", "We will start with just one of the three experiments, fructose." ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "script_fructose = incawrapper.create_inca_script_from_data(\n", " reactions_data=reacts_processed,\n", " flux_measurements=flux_measurements,\n", " tracer_data=tracer_info, \n", " ms_measurements=ms_data,\n", " experiment_ids=['fructose']\n", ")" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "The incawrapper has now created most of the INCA script. Currently, all options are at their default setting (see the INCA documentation see \\/doc/inca/class/@option/option.html). We discussed earlier that the MS data was all ready corrected for natural abundance, we will assume that this also included correction for unlabelled atoms. Therefore, we will specify two INCA settings: sim_na and sim_more. First, determines whether to simulate of the natural abundance of the labelled atoms, and the second of the unlabelled atoms. Additionally we will specify that the algorithm should do 100 restarts during the estimation algorithm." ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "script_fructose.add_to_block(\"options\", incawrapper.define_options(sim_na=False, sim_more=False, fit_starts=100))" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Next, we will specify which algorithms to run in this example we will use estimate, continuate and simulate (simulate is required for the results to be opened in the INCA GUI)." ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "OUTPUT_FILE_FRUCTOSE = \"Literature data/Cupriavidus necator Alagesan 2017/c_necator_fructose.mat\"\n", "script_fructose.add_to_block(\"runner\", incawrapper.define_runner(OUTPUT_FILE_FRUCTOSE, run_estimate=True, run_simulation=True, run_continuation=True))" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Running INCA script\n", "Now, we are ready to run the INCA script. This is done through the function `run_inca()`. This function takes the INCA script and a filepath to your INCA installation." ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "INCA script saved to /var/folders/z6/mxpxh4k56tv0h0ff41vmx7gdwtlpvp/T/tmp1_prs70v/inca_script.m.\n", "Starting MATLAB engine...\n", " \n", "ms_fructose = 1x23 msdata object\n", " \n", "fields: atoms id [idvs] more on state \n", " \n", "Alanine232 Alanine260 Asparticacid302 Asparticacid390 Asparticacid418 Glutamicacid330 Glutamicacid432 Glycine218 Glycine246 Histidine338 Histidine440 Isoleucine274 Leucine274 Methionine320 Phenylalanine302 Phenylalanine308 Phenylalanine336 Serine362 Serine390 Threonine376 Threonine404 Valine260 Valine288\n", " \n", " \n", "ms_fructose = 1x23 msdata object\n", " \n", "fields: atoms id [idvs] more on state \n", " \n", "Alanine232 Alanine260 Asparticacid302 Asparticacid390 Asparticacid418 Glutamicacid330 Glutamicacid432 Glycine218 Glycine246 Histidine338 Histidine440 Isoleucine274 Leucine274 Methionine320 Phenylalanine302 Phenylalanine308 Phenylalanine336 Serine362 Serine390 Threonine376 Threonine404 Valine260 Valine288\n", " \n", " \n", "ms_fructose = 1x23 msdata object\n", " \n", "fields: atoms id [idvs] more on state \n", " \n", "Alanine232 Alanine260 Asparticacid302 Asparticacid390 Asparticacid418 Glutamicacid330 Glutamicacid432 Glycine218 Glycine246 Histidine338 Histidine440 Isoleucine274 Leucine274 Methionine320 Phenylalanine302 Phenylalanine308 Phenylalanine336 Serine362 Serine390 Threonine376 Threonine404 Valine260 Valine288\n", " \n", " \n", "ms_fructose = 1x23 msdata object\n", " \n", "fields: atoms id [idvs] more on state \n", " \n", "Alanine232 Alanine260 Asparticacid302 Asparticacid390 Asparticacid418 Glutamicacid330 Glutamicacid432 Glycine218 Glycine246 Histidine338 Histidine440 Isoleucine274 Leucine274 Methionine320 Phenylalanine302 Phenylalanine308 Phenylalanine336 Serine362 Serine390 Threonine376 Threonine404 Valine260 Valine288\n", " \n", " \n", "ms_fructose = 1x23 msdata object\n", " \n", "fields: atoms id [idvs] more on state \n", " \n", "Alanine232 Alanine260 Asparticacid302 Asparticacid390 Asparticacid418 Glutamicacid330 Glutamicacid432 Glycine218 Glycine246 Histidine338 Histidine440 Isoleucine274 Leucine274 Methionine320 Phenylalanine302 Phenylalanine308 Phenylalanine336 Serine362 Serine390 Threonine376 Threonine404 Valine260 Valine288\n", " \n", " \n", "ms_fructose = 1x23 msdata object\n", " \n", "fields: atoms id [idvs] more on state \n", " \n", "Alanine232 Alanine260 Asparticacid302 Asparticacid390 Asparticacid418 Glutamicacid330 Glutamicacid432 Glycine218 Glycine246 Histidine338 Histidine440 Isoleucine274 Leucine274 Methionine320 Phenylalanine302 Phenylalanine308 Phenylalanine336 Serine362 Serine390 Threonine376 Threonine404 Valine260 Valine288\n", " \n", " \n", "ms_fructose = 1x23 msdata object\n", " \n", "fields: atoms id [idvs] more on state \n", " \n", "Alanine232 Alanine260 Asparticacid302 Asparticacid390 Asparticacid418 Glutamicacid330 Glutamicacid432 Glycine218 Glycine246 Histidine338 Histidine440 Isoleucine274 Leucine274 Methionine320 Phenylalanine302 Phenylalanine308 Phenylalanine336 Serine362 Serine390 Threonine376 Threonine404 Valine260 Valine288\n", " \n", " \n", "ms_fructose = 1x23 msdata object\n", " \n", "fields: atoms id [idvs] more on state \n", " \n", "Alanine232 Alanine260 Asparticacid302 Asparticacid390 Asparticacid418 Glutamicacid330 Glutamicacid432 Glycine218 Glycine246 Histidine338 Histidine440 Isoleucine274 Leucine274 Methionine320 Phenylalanine302 Phenylalanine308 Phenylalanine336 Serine362 Serine390 Threonine376 Threonine404 Valine260 Valine288\n", " \n", " \n", "ms_fructose = 1x23 msdata object\n", " \n", "fields: atoms id [idvs] more on state \n", " \n", "Alanine232 Alanine260 Asparticacid302 Asparticacid390 Asparticacid418 Glutamicacid330 Glutamicacid432 Glycine218 Glycine246 Histidine338 Histidine440 Isoleucine274 Leucine274 Methionine320 Phenylalanine302 Phenylalanine308 Phenylalanine336 Serine362 Serine390 Threonine376 Threonine404 Valine260 Valine288\n", " \n", " \n", "ms_fructose = 1x23 msdata object\n", " \n", "fields: atoms id [idvs] more on state \n", " \n", "Alanine232 Alanine260 Asparticacid302 Asparticacid390 Asparticacid418 Glutamicacid330 Glutamicacid432 Glycine218 Glycine246 Histidine338 Histidine440 Isoleucine274 Leucine274 Methionine320 Phenylalanine302 Phenylalanine308 Phenylalanine336 Serine362 Serine390 Threonine376 Threonine404 Valine260 Valine288\n", " \n", " \n", "ms_fructose = 1x23 msdata object\n", " \n", "fields: atoms id [idvs] more on state \n", " \n", "Alanine232 Alanine260 Asparticacid302 Asparticacid390 Asparticacid418 Glutamicacid330 Glutamicacid432 Glycine218 Glycine246 Histidine338 Histidine440 Isoleucine274 Leucine274 Methionine320 Phenylalanine302 Phenylalanine308 Phenylalanine336 Serine362 Serine390 Threonine376 Threonine404 Valine260 Valine288\n", " \n", " \n", "ms_fructose = 1x23 msdata object\n", " \n", "fields: atoms id [idvs] more on state \n", " \n", "Alanine232 Alanine260 Asparticacid302 Asparticacid390 Asparticacid418 Glutamicacid330 Glutamicacid432 Glycine218 Glycine246 Histidine338 Histidine440 Isoleucine274 Leucine274 Methionine320 Phenylalanine302 Phenylalanine308 Phenylalanine336 Serine362 Serine390 Threonine376 Threonine404 Valine260 Valine288\n", " \n", " \n", "ms_fructose = 1x23 msdata object\n", " \n", "fields: atoms id [idvs] more on state \n", " \n", "Alanine232 Alanine260 Asparticacid302 Asparticacid390 Asparticacid418 Glutamicacid330 Glutamicacid432 Glycine218 Glycine246 Histidine338 Histidine440 Isoleucine274 Leucine274 Methionine320 Phenylalanine302 Phenylalanine308 Phenylalanine336 Serine362 Serine390 Threonine376 Threonine404 Valine260 Valine288\n", " \n", " \n", "ms_fructose = 1x23 msdata object\n", " \n", "fields: atoms id [idvs] more on state \n", " \n", "Alanine232 Alanine260 Asparticacid302 Asparticacid390 Asparticacid418 Glutamicacid330 Glutamicacid432 Glycine218 Glycine246 Histidine338 Histidine440 Isoleucine274 Leucine274 Methionine320 Phenylalanine302 Phenylalanine308 Phenylalanine336 Serine362 Serine390 Threonine376 Threonine404 Valine260 Valine288\n", " \n", " \n", "ms_fructose = 1x23 msdata object\n", " \n", "fields: atoms id [idvs] more on state \n", " \n", "Alanine232 Alanine260 Asparticacid302 Asparticacid390 Asparticacid418 Glutamicacid330 Glutamicacid432 Glycine218 Glycine246 Histidine338 Histidine440 Isoleucine274 Leucine274 Methionine320 Phenylalanine302 Phenylalanine308 Phenylalanine336 Serine362 Serine390 Threonine376 Threonine404 Valine260 Valine288\n", " \n", " \n", "ms_fructose = 1x23 msdata object\n", " \n", "fields: atoms id [idvs] more on state \n", " \n", "Alanine232 Alanine260 Asparticacid302 Asparticacid390 Asparticacid418 Glutamicacid330 Glutamicacid432 Glycine218 Glycine246 Histidine338 Histidine440 Isoleucine274 Leucine274 Methionine320 Phenylalanine302 Phenylalanine308 Phenylalanine336 Serine362 Serine390 Threonine376 Threonine404 Valine260 Valine288\n", " \n", " \n", "ms_fructose = 1x23 msdata object\n", " \n", "fields: atoms id [idvs] more on state \n", " \n", "Alanine232 Alanine260 Asparticacid302 Asparticacid390 Asparticacid418 Glutamicacid330 Glutamicacid432 Glycine218 Glycine246 Histidine338 Histidine440 Isoleucine274 Leucine274 Methionine320 Phenylalanine302 Phenylalanine308 Phenylalanine336 Serine362 Serine390 Threonine376 Threonine404 Valine260 Valine288\n", " \n", " \n", "ms_fructose = 1x23 msdata object\n", " \n", "fields: atoms id [idvs] more on state \n", " \n", "Alanine232 Alanine260 Asparticacid302 Asparticacid390 Asparticacid418 Glutamicacid330 Glutamicacid432 Glycine218 Glycine246 Histidine338 Histidine440 Isoleucine274 Leucine274 Methionine320 Phenylalanine302 Phenylalanine308 Phenylalanine336 Serine362 Serine390 Threonine376 Threonine404 Valine260 Valine288\n", " \n", " \n", "ms_fructose = 1x23 msdata object\n", " \n", "fields: atoms id [idvs] more on state \n", " \n", "Alanine232 Alanine260 Asparticacid302 Asparticacid390 Asparticacid418 Glutamicacid330 Glutamicacid432 Glycine218 Glycine246 Histidine338 Histidine440 Isoleucine274 Leucine274 Methionine320 Phenylalanine302 Phenylalanine308 Phenylalanine336 Serine362 Serine390 Threonine376 Threonine404 Valine260 Valine288\n", " \n", " \n", "ms_fructose = 1x23 msdata object\n", " \n", "fields: atoms id [idvs] more on state \n", " \n", "Alanine232 Alanine260 Asparticacid302 Asparticacid390 Asparticacid418 Glutamicacid330 Glutamicacid432 Glycine218 Glycine246 Histidine338 Histidine440 Isoleucine274 Leucine274 Methionine320 Phenylalanine302 Phenylalanine308 Phenylalanine336 Serine362 Serine390 Threonine376 Threonine404 Valine260 Valine288\n", " \n", " \n", "ms_fructose = 1x23 msdata object\n", " \n", "fields: atoms id [idvs] more on state \n", " \n", "Alanine232 Alanine260 Asparticacid302 Asparticacid390 Asparticacid418 Glutamicacid330 Glutamicacid432 Glycine218 Glycine246 Histidine338 Histidine440 Isoleucine274 Leucine274 Methionine320 Phenylalanine302 Phenylalanine308 Phenylalanine336 Serine362 Serine390 Threonine376 Threonine404 Valine260 Valine288\n", " \n", " \n", "ms_fructose = 1x23 msdata object\n", " \n", "fields: atoms id [idvs] more on state \n", " \n", "Alanine232 Alanine260 Asparticacid302 Asparticacid390 Asparticacid418 Glutamicacid330 Glutamicacid432 Glycine218 Glycine246 Histidine338 Histidine440 Isoleucine274 Leucine274 Methionine320 Phenylalanine302 Phenylalanine308 Phenylalanine336 Serine362 Serine390 Threonine376 Threonine404 Valine260 Valine288\n", " \n", " \n", "ms_fructose = 1x23 msdata object\n", " \n", "fields: atoms id [idvs] more on state \n", " \n", "Alanine232 Alanine260 Asparticacid302 Asparticacid390 Asparticacid418 Glutamicacid330 Glutamicacid432 Glycine218 Glycine246 Histidine338 Histidine440 Isoleucine274 Leucine274 Methionine320 Phenylalanine302 Phenylalanine308 Phenylalanine336 Serine362 Serine390 Threonine376 Threonine404 Valine260 Valine288\n", " \n", " \n", "m = 1x1 model object\n", " \n", "fields: [expts] [mets] notes [options] [rates] [states] \n", " \n", "\t59 reactions (74 fluxes) \n", "\t54 states (33 balanced, 2 source, 19 sink and 0 unbalanced)\n", "\t53 metabolites \n", "\t1 experiments \n", " \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 144823\n", " 1 144808 5.35e-05 -1.4e+05 4.75695\n", " 2 144795 4.59e-05 -1.4e+05 4.75695\n", " 3 144790 1.8e-05 -1.4e+05 4.75695\n", " 4 144778 4.33e-05 -1.4e+05 4.75695\n", " 5 144740 0.000136 -1.4e+05 4.75695\n", " 6 144689 0.00018 -1.4e+05 4.75695\n", " 7 144470 0.000779 -1.41e+05 4.75695\n", " 8 88407.6 0.163 -1.95e+05 4.75695\n", " 9 88059.6 0.00204 -8.53e+04 4.75695\n", " 10 84962.8 0.0181 -8.69e+04 4.75695\n", " 11 82723.8 0.0136 -8.32e+04 4.75695\n", " 12 50043.4 0.177 -1.15e+05 4.75695\n", " 13 50037 6.84e-05 -4.71e+04 4.75695\n", " 14 34364.3 0.151 -5.66e+04 4.75695\n", " 15 3355.59 0.419 -2.44e+04 4.75695\n", " 16 1690.79 0.562 237 4.75695\n", " 17 2007.3 0.703 9.82e+03 4.75695\n", " 18 2017.61 0.753 8.95e+03 9.51389\n", " 19 2097.4 0.844 8.25e+03 38.0556\n", " 20 1655.67 1 735 304.445\n", " 21 1530.94 1 -26.3 352.271\n", " 22 1493.61 1 -12.3 198.801\n", " 23 1461.04 1 -12.2 66.2671\n", " 24 1434.88 1 -8.87 22.089\n", " 25 1405.38 0.828 -7.63 8.34583\n", " 26 1400.3 0.678 -3.39 8.34583\n", " 27 1397.87 1 -1.03 8.34583\n", " 28 1391.36 1 -3.11 2.78194\n", " 29 1387.38 0.76 -1.94 0.927314\n", " 30 1387.97 1 5.93 0.927314\n", " 31 1385.88 1 -0.447 1.85463\n", " 32 1384.93 0.294 -0.697 0.932441\n", " 33 1387.65 1 9.28 0.932441\n", " 34 1383.69 1 -0.155 1.86488\n", " 35 1382.95 0.98 0.336 1.5365\n", " 36 1381.87 1 -0.0404 1.5365\n", " 37 1380.86 1 -0.172 1.49412\n", " 38 1379.96 1 -0.219 1.40124\n", " 39 1379.15 1 -0.245 1.27093\n", " 40 1378.78 0.339 -0.466 1.09426\n", " 41 1377.97 1 -0.234 1.09426\n", " 42 1377.03 1 -0.209 0.947936\n", " 43 1375.95 1 -0.29 0.901925\n", " 44 1374.84 1 -0.369 0.856894\n", " 45 1373.84 1 -0.377 0.769886\n", " 46 1372.91 1 -0.379 0.633336\n", " 47 1372.28 0.574 -0.495 0.472842\n", " 48 1371.24 1 -0.472 0.472842\n", " 49 1368.72 1 -1.19 0.230943\n", " 50 1363.9 0.381 -6.2 0.0953404\n", " 51 1328.07 1 -17.5 0.0953404\n", " 52 1291.39 0.0725 -246 0.0317801\n", " 53 1287.52 0.00682 -283 0.0317801\n", " 54 977.937 1 -27.5 0.0317801\n", " 55 997.763 1 28.1 0.0105934\n", " 56 984.89 1 12.5 0.0211868\n", " 57 975.202 1 0.938 0.084747\n", " 58 974.153 1 -0.133 0.0843705\n", " 59 974.084 1 -0.02 0.049653\n", " 60 974.067 1 -0.00699 0.0444476\n", " 61 974.053 1 -0.00614 0.026883\n", " 62 974.041 1 -0.0051 0.0173199\n", " 63 974.031 1 -0.00437 0.0109436\n", " 64 974.022 1 -0.00375 0.00691309\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Norm of gradient less than tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 1.79959e+06\n", " 1 1.78729e+06 0.00346 -1.78e+06 28.2913\n", " 2 1.78686e+06 0.000121 -1.76e+06 28.2913\n", " 3 1.78474e+06 0.000603 -1.76e+06 28.2913\n", " 4 1.75455e+06 0.00853 -1.78e+06 28.2913\n", " 5 1.74493e+06 0.00278 -1.73e+06 28.2913\n", " 6 1.74479e+06 4.02e-05 -1.72e+06 28.2913\n", " 7 1.57729e+06 0.0471 -1.84e+06 28.2913\n", " 8 1.50714e+06 0.022 -1.63e+06 28.2913\n", " 9 1.16347e+06 0.1 -1.97e+06 28.2913\n", " 10 717116 0.144 -2e+06 28.2913\n", " 11 716764 0.00025 -7.03e+05 28.2913\n", " 12 57942 0.342 -6.63e+05 28.2913\n", " 13 23217.6 0.498 -2.17e+04 28.2913\n", " 14 5862.43 0.647 2.09e+05 28.2913\n", " 15 3635.46 1 -160 28.2913\n", " 16 3302.19 0.241 -710 9.43044\n", " 17 3296.44 0.0294 -96.4 9.43044\n", " 18 3287.6 0.0487 -88.7 9.43044\n", " 19 3205.53 0.675 -39.7 9.43044\n", " 20 3202.06 0.172 -9.51 9.43044\n", " 21 3190.48 1 -2.12 9.43044\n", " 22 3184.27 1 -1.78 7.31113\n", " 23 3180.36 1 -1.37 6.51242\n", " 24 3177.48 1 -1.13 5.09243\n", " 25 3175.23 0.793 -1.22 3.66158\n", " 26 3174.88 0.168 -1.02 3.66158\n", " 27 3173.38 1 -0.67 3.66158\n", " 28 3160 1 -0.969 1.49048\n", " 29 3148.49 1 7.97 0.831519\n", " 30 3143.98 0.202 -9.16 0.842549\n", " 31 3133.99 1 -2.37 0.842549\n", " 32 3122.78 0.572 -7.66 0.680731\n", " 33 3120.57 1 -0.864 0.680731\n", " 34 3115.05 1 -2.94 0.505632\n", " 35 3060.22 0.864 -30.1 0.168544\n", " 36 2791.21 1 -79.3 0.168544\n", " 37 2697.93 1 -11.4 0.0561813\n", " 38 2624.59 0.0616 -621 0.0435751\n", " 39 1911.12 0.441 1.83e+03 0.0435751\n", " 40 1731.39 0.159 -462 0.0435751\n", " 41 1971.9 0.32 2.06e+04 0.0435751\n", " 42 1935.01 0.381 1.75e+04 0.0871502\n", " 43 1771 0.667 9.79e+03 0.348601\n", " 44 1184.09 0.716 -183 2.78881\n", " 45 1092.33 1 -9.51 2.78881\n", " 46 1681.06 0.679 6.68e+03 0.929602\n", " 47 1377.01 1 1.84e+03 1.8592\n", " 48 1082.48 1 -3.74 7.43682\n", " 49 1097.45 1 83.9 2.47894\n", " 50 1076.03 1 -0.759 4.95788\n", " 51 1068.33 0.127 -23.5 1.65263\n", " 52 1068.04 0.0049 -29.5 1.65263\n", " 53 1065.86 0.442 38.9 1.65263\n", " 54 1065.25 0.0101 -29.1 1.65263\n", " 55 1057.44 0.371 4.19 1.65263\n", " 56 1087.74 1 49.9 1.65263\n", " 57 1051.11 1 9.71 3.30525\n", " 58 1034.79 1 -2.53 3.8992\n", " 59 1028.18 1 -1.51 3.72064\n", " 60 1025.98 1 -0.592 3.06529\n", " 61 1025.02 1 -0.302 2.64784\n", " 62 1024.5 1 -0.179 2.28252\n", " 63 1024.18 1 -0.12 1.96453\n", " 64 1023.95 1 -0.0868 1.65331\n", " 65 1023.79 1 -0.0656 1.36203\n", " 66 1023.66 1 -0.0508 1.10603\n", " 67 1023.56 1 -0.0398 0.890868\n", " 68 1023.48 1 -0.0314 0.714317\n", " 69 1023.41 1 -0.0248 0.571178\n", " 70 1023.36 1 -0.0197 0.455864\n", " 71 1023.33 1 -0.0146 0.363307\n", " 72 1023.3 1 -0.00949 0.274663\n", " 73 1023.29 1 -0.0083 0.171931\n", " 74 1023.27 1 -0.00727 0.107996\n", " 75 1023.25 1 -0.00648 0.0673725\n", " 76 1023.24 1 -0.00599 0.0415236\n", " 77 1023.23 1 -0.006 0.0249811\n", " 78 1023.21 1 -0.00779 0.0142537\n", " 79 1023.2 0.208 -0.0256 0.00679739\n", " 80 1023.15 1 -0.0232 0.00679739\n", " 81 1022.23 1 -0.481 0.0022658\n", " 82 1059.69 0.0655 3.44e+03 0.000755265\n", " 83 1080.4 0.13 3.25e+03 0.00151053\n", " 84 1030.63 0.0189 1.24e+09 0.00604212\n", " 85 1032.01 0.0346 6.9e+08 0.048337\n", " 86 1035.2 0.13 1.88e+08 0.386696\n", " 87 1503.98 0.685 4.17e+07 3.09357\n", " 88 1020.33 1 -0.739 24.7485\n", " 89 1017.5 1 -0.659 8.24951\n", " 90 1513.64 0.408 7.32e+06 4.64409\n", " 91 1511.09 0.773 3.91e+06 9.28818\n", " 92 1016.54 1 -0.28 37.1527\n", " 93 1511.69 0.624 3.22e+06 12.3842\n", " 94 1015.48 1 -1.56 24.7685\n", " 95 1509.42 0.017 1.77e+07 8.25616\n", " 96 1509.33 0.022 1.37e+07 16.5123\n", " 97 1509.1 0.0459 6.58e+06 66.0493\n", " 98 1508.33 0.203 1.49e+06 528.394\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Parameters converged to within tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 279614\n", " 1 264864 0.0265 -2.8e+05 1.55328\n", " 2 254787 0.02 -2.45e+05 1.55328\n", " 3 251037 0.00759 -2.44e+05 1.55328\n", " 4 242181 0.0185 -2.32e+05 1.55328\n", " 5 186474 0.165 -1.26e+05 1.55328\n", " 6 169933 0.0442 -1.92e+05 1.55328\n", " 7 161302 0.0257 -1.7e+05 1.55328\n", " 8 151287 0.0315 -1.61e+05 1.55328\n", " 9 72148.6 0.25 -1.76e+05 1.55328\n", " 10 67907.3 0.0313 -6.63e+04 1.55328\n", " 11 62639.5 0.0419 -6.07e+04 1.55328\n", " 12 53662.2 0.0793 -5.38e+04 1.55328\n", " 13 46673.8 0.065 -5.75e+04 1.55328\n", " 14 3251.98 0.342 -3.32e+04 1.55328\n", " 15 1827.92 0.49 2.08e+03 1.55328\n", " 16 1749.42 0.893 651 1.55328\n", " 17 1605.37 1 58.4 1.55328\n", " 18 1518.37 1 71.5 1.09474\n", " 19 1491.15 1 26.8 0.478447\n", " 20 1484.78 1 5.04 0.390792\n", " 21 1480.25 0.203 -9.89 0.287582\n", " 22 1477.99 0.696 -0.903 0.287582\n", " 23 1477.16 1 -0.526 0.287582\n", " 24 1470.23 1 19 0.0958608\n", " 25 1465.44 1 0.0131 0.0953856\n", " 26 1486.79 0.964 52.9 0.0317952\n", " 27 1489.56 1 39.8 0.0635904\n", " 28 1458.36 1 3.29 0.254361\n", " 29 1456.54 1 24.5 0.250997\n", " 30 1456.03 0.0102 -25 0.269466\n", " 31 1505.07 1 206 0.269466\n", " 32 1424.84 0.292 390 0.538933\n", " 33 1523.28 0.734 2.19e+03 0.538933\n", " 34 1410.84 0.358 -13.4 1.07787\n", " 35 1399.22 1 -0.87 1.07787\n", " 36 1395.53 0.764 -0.752 0.403885\n", " 37 1394.29 1 -0.172 0.403885\n", " 38 1392.74 1 0.505 0.134628\n", " 39 1390.69 0.18 -5.13 0.125484\n", " 40 1390.43 0.227 -0.48 0.125484\n", " 41 1390.03 1 -0.0465 0.125484\n", " 42 1389.44 1 -0.592 0.0418279\n", " 43 1415.89 0.0841 3.1e+03 0.0139426\n", " 44 1415.83 0.143 1.81e+03 0.0278853\n", " 45 1415.25 0.497 505 0.111541\n", " 46 1388.79 1 -0.259 0.892329\n", " 47 1410.45 0.958 180 0.297443\n", " 48 1387.87 1 -0.358 0.594886\n", " 49 1402.35 0.454 155 0.198295\n", " 50 1401.57 0.842 81.4 0.396591\n", " 51 1386.95 1 -0.441 1.58636\n", " 52 1395.83 0.997 39.9 0.528788\n", " 53 1385.91 1 -0.114 1.05758\n", " 54 1385.15 0.381 0.928 0.352525\n", " 55 1384.02 0.995 0.683 0.352525\n", " 56 1383.62 1 0.0612 0.352525\n", " 57 1383.59 1 0.00909 0.302701\n", " 58 1383.58 1 0.00475 0.270162\n", " 59 1383.41 0.0611 -1.36 0.273081\n", " 60 1383.08 0.479 -0.225 0.273081\n", " 61 1382.93 1 -0.0107 0.273081\n", " 62 1379.41 1 -0.408 0.180362\n", " 63 1386.13 1 26.2 0.0648851\n", " 64 1379.05 1 0.256 0.12977\n", " 65 1380.49 1 4.14 0.125324\n", " 66 1378.85 1 0.0364 0.250647\n", " 67 1383.9 0.976 14.1 0.2193\n", " 68 1377.55 1 0.13 0.438601\n", " 69 1376.49 1 0.397 0.385287\n", " 70 1375.91 1 0.334 0.383047\n", " 71 1375.56 1 0.12 0.383008\n", " 72 1375.34 1 0.0318 0.381402\n", " 73 1375.28 0.162 -0.167 0.372608\n", " 74 1375.28 1 0.114 0.372608\n", " 75 1375.19 1 -0.0156 0.745216\n", " 76 1375.71 1 1.08 0.248405\n", " 77 1375.2 1 0.0449 0.496811\n", " 78 1375.18 1 -0.00208 1.98724\n", " 79 1372.31 0.544 -2.51 0.662415\n", " 80 1371.87 1 -0.061 0.662415\n", " 81 1372.11 1 0.567 0.220805\n", " 82 1371.81 1 0.00497 0.44161\n", " 83 1371.81 1 0.0288 0.383898\n", " 84 1371.78 1 -0.00523 0.571681\n", " 85 1371.83 1 0.103 0.273304\n", " 86 1371.77 1 0.00176 0.546608\n", " 87 1371.77 1 0.000452 0.546604\n", " 88 1371.77 1 0.000261 0.538736\n", " 89 1371.76 1 0.0001 0.5288\n", " 90 1371.76 1 2.09e-06 0.515492\n", " 91 1371.76 1 -4.14e-05 0.49872\n", " 92 1371.76 1 -7.59e-05 0.480377\n", " 93 1371.75 1 -8.73e-05 0.460266\n", " 94 1371.75 1 -9.77e-05 0.439883\n", " 95 1371.75 1 -9.93e-05 0.419179\n", " 96 1371.75 1 -0.000101 0.398909\n", " 97 1371.75 1 -9.99e-05 0.379047\n", " 98 1371.74 1 -9.9e-05 0.359896\n", " 99 1371.74 1 -9.7e-05 0.341428\n", " 100 1371.74 1 -9.53e-05 0.323736\n", " 101 1371.74 1 -9.34e-05 0.306787\n", " 102 1371.74 1 -9.17e-05 0.290594\n", " 103 1371.74 1 -9.01e-05 0.275122\n", " 104 1371.74 1 -8.87e-05 0.260354\n", " 105 1371.74 1 -8.75e-05 0.246256\n", " 106 1371.73 1 -8.64e-05 0.232802\n", " 107 1371.73 1 -8.55e-05 0.219962\n", " 108 1371.73 1 -8.49e-05 0.207708\n", " 109 1371.73 1 -8.44e-05 0.196011\n", " 110 1371.73 1 -8.41e-05 0.184846\n", " 111 1371.73 1 -8.4e-05 0.174187\n", " 112 1371.73 1 -8.41e-05 0.16401\n", " 113 1371.73 0.565 -0.000444 0.154292\n", " 114 1371.73 1 -0.000213 0.154292\n", " 115 1371.72 1 -0.000566 0.0514306\n", " 116 1371.72 1 -0.00131 0.0171435\n", " 117 1371.72 1 -0.00175 0.0103334\n", " 118 1371.71 1 -0.00287 0.00608385\n", " 119 1371.68 1 -0.0254 0.00202795\n", " 120 1780.19 0.164 2.8e+05 0.000675984\n", " 121 1780.18 0.263 1.74e+05 0.00135197\n", " 122 1780.14 0.858 5.29e+04 0.00540787\n", " 123 1371.67 1 -0.00547 0.043263\n", " 124 1371.71 1 0.843 0.014421\n", " 125 1371.63 1 -0.0258 0.028842\n", " 126 1777.44 0.478 4.92e+04 0.00961399\n", " 127 1777.52 0.821 2.83e+04 0.019228\n", " 128 1371.57 1 -0.0258 0.0769119\n", " 129 1773.91 0.879 1.83e+04 0.0256373\n", " 130 1371.7 1 1.05 0.0512746\n", " 131 1371.53 1 -0.0178 0.205099\n", " 132 1371.53 1 0.338 0.0683662\n", " 133 1371.36 1 -0.00406 0.129238\n", " 134 1371.32 1 -0.00291 0.0946405\n", " 135 1371.3 1 0.000799 0.0654395\n", " 136 1371.3 1 0.00284 0.0514089\n", " 137 1371.3 1 0.00376 0.0750408\n", " 138 1371.3 1 0.00179 0.150082\n", " 139 1371.3 1 0.00064 0.165658\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Parameters converged to within tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 861649\n", " 1 861222 0.000251 -8.52e+05 7.55442\n", " 2 861170 3.03e-05 -8.52e+05 7.55442\n", " 3 860994 0.000103 -8.52e+05 7.55442\n", " 4 860880 6.67e-05 -8.52e+05 7.55442\n", " 5 860500 0.000223 -8.51e+05 7.55442\n", " 6 859586 0.000537 -8.51e+05 7.55442\n", " 7 859472 6.68e-05 -8.5e+05 7.55442\n", " 8 855338 0.00244 -8.46e+05 7.55442\n", " 9 841192 0.00842 -8.33e+05 7.55442\n", " 10 823703 0.0106 -8.16e+05 7.55442\n", " 11 447398 0.286 -5.3e+05 7.55442\n", " 12 345620 0.119 -4.13e+05 7.55442\n", " 13 223945 0.205 -2.58e+05 7.55442\n", " 14 100157 0.333 -1.97e+05 7.55442\n", " 15 30186.4 0.502 -4.5e+04 7.55442\n", " 16 16126.7 0.29 -2.04e+04 7.55442\n", " 17 2338.99 0.929 -1.81e+03 7.55442\n", " 18 1740.75 1 -107 7.55442\n", " 19 1594.01 0.657 -92.1 2.51814\n", " 20 1564.16 0.414 -26.6 2.51814\n", " 21 1552.36 1 -0.087 2.51814\n", " 22 1547.2 1 -1.16 2.37278\n", " 23 1981.13 0.968 2.78e+03 0.790926\n", " 24 1464.18 0.473 -62.5 1.58185\n", " 25 1439.2 0.384 -31.1 1.58185\n", " 26 1430.58 1 -1.63 1.58185\n", " 27 1426.84 1 6.18 0.527284\n", " 28 1420.69 1 -0.924 0.547291\n", " 29 1415.84 0.86 -1.86 0.542498\n", " 30 1409.79 1 -2.66 0.542498\n", " 31 1401.69 0.252 -15.9 0.198799\n", " 32 1339.63 0.896 -33.1 0.198799\n", " 33 1293.36 0.125 -178 0.198799\n", " 34 1035.5 1 -43.8 0.198799\n", " 35 1032.89 0.106 -11.3 0.0662662\n", " 36 1026.61 1 4.34 0.0662662\n", " 37 1023.78 1 -0.235 0.0661259\n", " 38 1022.05 1 -0.35 0.0655676\n", " 39 1021.86 1 -0.011 0.0231185\n", " 40 1021.71 1 -0.032 0.0229659\n", " 41 1021.69 0.647 -0.00754 0.00765529\n", " 42 1021.67 1 -0.00427 0.00765529\n", " 43 1021.66 1 -0.00163 0.00255176\n", " 44 1021.66 1 -0.000824 0.00185545\n", " 45 1021.66 1 -0.000629 0.000618483\n", " 46 1021.66 1 -0.000334 0.000509954\n", " 47 1021.66 1 -0.00024 0.000248487\n", " 48 1021.66 1 -0.000169 0.00017995\n", " 49 1021.66 1 -0.000151 0.000102448\n", " 50 1021.66 1 -0.000115 6.96602e-05\n", " 51 1021.66 0.0169 -0.000371 4.65844e-05\n", " 52 1021.66 1 -0.00012 4.65844e-05\n", " 53 1014.01 1 -0.208 4.65916e-05\n", " 54 1034.6 0.00584 4.64e+03 1.55305e-05\n", " 55 1034.6 0.0061 4.44e+03 3.10611e-05\n", " 56 1034.6 0.00766 3.54e+03 0.000124244\n", " 57 1034.64 0.0223 1.22e+03 0.000993954\n", " 58 1034.96 0.142 197 0.00795163\n", " 59 1026.67 1 19.4 0.063613\n", " 60 1011.94 1 -0.177 0.508904\n", " 61 1002.56 0.383 -7.26 0.169635\n", " 62 1000.69 1 0.157 0.169635\n", " 63 1000.6 1 0.00743 0.0565449\n", " 64 997.553 1 -1.51 0.0243785\n", " 65 996.524 1 0.033 0.00812615\n", " 66 996.524 1.21e-05 -0.0985 0.00270872\n", " 67 996.416 1 -0.00812 0.00270872\n", " 68 996.413 1 -0.000687 0.000902906\n", " 69 996.412 1 -0.000416 0.000300969\n", " 70 996.412 1 -0.000109 0.000100323\n", " 71 996.412 0.434 -0.000529 3.3441e-05\n", " 72 996.409 1 -0.0021 3.3441e-05\n", " 73 2238.06 0.18 3.65e+07 1.1147e-05\n", " 74 2238.06 0.359 1.83e+07 2.2294e-05\n", " 75 996.396 1 -0.0219 8.91759e-05\n", " 76 2236.38 0.0152 1.3e+08 2.97253e-05\n", " 77 2236.36 0.0284 6.96e+07 5.94506e-05\n", " 78 2236.29 0.108 1.84e+07 0.000237802\n", " 79 2235.63 0.848 2.34e+06 0.00190242\n", " 80 996.392 1 -0.00197 0.0152193\n", " 81 996.338 1 -0.0885 0.00507312\n", " 82 2227.72 0.0513 9.38e+06 0.00169104\n", " 83 2227.55 0.0943 5.1e+06 0.00338208\n", " 84 2226.56 0.353 1.36e+06 0.0135283\n", " 85 996.292 1 -0.0346 0.108226\n", " 86 2216.25 0.603 5.07e+05 0.0360755\n", " 87 996.051 1 0.759 0.072151\n", " 88 2143.25 0.15 3.25e+05 0.0240503\n", " 89 2139.89 0.221 2.2e+05 0.0481007\n", " 90 2119.76 0.648 7.43e+04 0.192403\n", " 91 995.52 1 -0.133 1.53922\n", " 92 997.336 1 14.1 0.513074\n", " 93 995.073 1 -0.253 1.02615\n", " 94 1991.42 0.73 3.07e+04 0.342049\n", " 95 1002.36 1 42.8 0.684098\n", " 96 994.71 1 -0.196 2.73639\n", " 97 996.844 1 13.2 0.912131\n", " 98 994.082 1 -0.268 1.82426\n", " 99 1749.6 1 9.47e+03 0.608087\n", " 100 995.054 1 7.25 1.21617\n", " 101 993.621 1 -0.216 4.8647\n", " 102 993.245 1 1.79 1.62157\n", " 103 991.717 1 0.0434 1.63234\n", " 104 990.825 1 -0.0664 1.28216\n", " 105 990.339 1 -0.103 1.08157\n", " 106 990.136 1 -0.049 0.790228\n", " 107 990.05 1 -0.0228 0.558705\n", " 108 990.019 1 -0.00782 0.317651\n", " 109 990.009 1 -0.00217 0.127103\n", " 110 990.011 1 0.0084 0.0423675\n", " 111 990.007 1 0.000819 0.084735\n", " 112 990.005 1 -0.000448 0.0822893\n", " 113 990.005 1 0.00011 0.0274298\n", " 114 990.004 1 7.18e-05 0.02677\n", " 115 990.005 1 0.00127 0.0265979\n", " 116 990.004 1 0.000254 0.0531958\n", " 117 990.004 1 8.87e-06 0.0673577\n", " 118 990.004 1 -1.72e-05 0.0647122\n", " 119 990.004 1 -3.09e-05 0.0604503\n", " 120 990.004 1 -5.08e-05 0.0329608\n", " 121 990.004 1 0.000169 0.0163301\n", " 122 990.004 1 0.000204 0.0164533\n", " 123 990.004 1 0.00103 0.0168916\n", " 124 990.003 1 0.000199 0.0337831\n", " 125 990.003 1 0.000428 0.0348456\n", " 126 990.003 1 5.33e-05 0.0696912\n", " 127 990.003 1 -1.11e-05 0.0696914\n", " 128 990.003 1 -2.35e-05 0.0617246\n", " 129 990.003 1 -3.27e-05 0.0390977\n", " 130 990.003 1 8.79e-05 0.019052\n", " 131 990.003 1 6.5e-05 0.0190574\n", " 132 990.003 1 9.6e-05 0.0190573\n", " 133 990.003 1 0.000391 0.0191347\n", " 134 990.002 1 4.72e-05 0.0382693\n", " 135 990.002 1 6.43e-05 0.0382683\n", " 136 990.002 1 5.11e-05 0.0396952\n", " 137 990.002 1 4.36e-05 0.0402933\n", " 138 990.002 1 3.08e-05 0.0408641\n", " 139 990.002 1 2.09e-05 0.0409804\n", " 140 990.002 1 1.45e-05 0.0410091\n", " 141 990.002 1 5.95e-06 0.0410092\n", " 142 990.002 1 3.85e-06 0.040991\n", " 143 990.002 1 -2.98e-06 0.0409027\n", " 144 990.002 1 -2.27e-06 0.0403681\n", " 145 990.002 1 -7.26e-06 0.039662\n", " 146 990.002 1 -3.71e-06 0.0379084\n", " 147 990.002 1 -7.48e-06 0.0367207\n", " 148 990.002 1 -5.88e-07 0.0347987\n", " 149 990.002 1 -4.36e-06 0.0342498\n", " 150 990.002 1 5.12e-06 0.0333632\n", " 151 990.002 1 1.42e-06 0.0333165\n", " 152 990.002 1 1.27e-05 0.0331901\n", " 153 990.001 1 9.6e-06 0.033199\n", " 154 990.001 1 2.26e-05 0.0331993\n", " 155 990.001 1 1.97e-05 0.0337721\n", " 156 990.001 1 3.19e-05 0.0340304\n", " 157 990.001 1 2.57e-05 0.0362638\n", " 158 990.001 1 2.9e-05 0.0371285\n", " 159 990.001 1 1.91e-05 0.0391506\n", " 160 990.001 1 1.76e-05 0.0396249\n", " 161 990.001 1 8.78e-06 0.0402287\n", " 162 990.001 1 8.13e-06 0.0402502\n", " 163 990.001 1 1.92e-06 0.0402734\n", " 164 990.001 1 2.34e-06 0.0402362\n", " 165 990.001 1 -1.91e-06 0.0402005\n", " 166 990.001 1 -7.86e-07 0.0393976\n", " 167 990.001 1 -3.67e-06 0.0387379\n", " 168 990.001 1 -1.5e-06 0.0363203\n", " 169 990.001 1 -3.76e-06 0.0351542\n", " 170 990.001 1 1.96e-08 0.0327393\n", " 171 990.001 1 -2.2e-06 0.0323209\n", " 172 990.001 1 3.01e-06 0.0314054\n", " 173 990.001 1 1.26e-06 0.0313996\n", " 174 990.001 1 7.81e-06 0.0313573\n", " 175 990.001 1 6.94e-06 0.0315451\n", " 176 990.001 1 1.48e-05 0.0316263\n", " 177 990.001 1 1.34e-05 0.0340726\n", " 178 990.001 1 1.68e-05 0.0352822\n", " 179 990.001 1 1.19e-05 0.038876\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Parameters converged to within tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 578136\n", " 1 578124 1.06e-05 -5.66e+05 10.769\n", " 2 578082 3.65e-05 -5.66e+05 10.769\n", " 3 578051 2.72e-05 -5.66e+05 10.769\n", " 4 577739 0.000276 -5.66e+05 10.769\n", " 5 561753 0.0143 -5.52e+05 10.769\n", " 6 537388 0.0225 -5.32e+05 10.769\n", " 7 380583 0.147 -5.76e+05 10.769\n", " 8 256830 0.164 -3.94e+05 10.769\n", " 9 69579.5 0.391 -2.35e+04 10.769\n", " 10 3669.59 0.761 -9.08e+03 10.769\n", " 11 2209.58 1 1.28e+03 10.769\n", " 12 2174.98 1 1.04e+03 7.77018\n", " 13 1809.31 0.726 -20.8 12.3357\n", " 14 1775.88 1 -0.805 12.3357\n", " 15 1738.33 1 -19.9 4.11189\n", " 16 1642.15 0.192 -236 1.37063\n", " 17 1680.16 0.794 621 1.37063\n", " 18 1694.6 0.763 691 2.74126\n", " 19 1681.14 0.96 567 10.965\n", " 20 1574.05 1 -26.3 87.7203\n", " 21 1531.37 0.552 -35.4 29.2401\n", " 22 1531.36 0.000127 -22.7 29.2401\n", " 23 1499.29 1 -8.82 29.2401\n", " 24 1480.64 1 -5.82 9.7467\n", " 25 1462.79 1 19.1 3.2489\n", " 26 1447.05 0.335 -11.7 3.24774\n", " 27 1439.19 1 22.3 3.24774\n", " 28 1415.77 1 0.698 3.5405\n", " 29 1457.07 0.308 342 1.18017\n", " 30 1450.86 0.489 194 2.36033\n", " 31 1411.3 1 7.27 9.44133\n", " 32 1769.17 0.509 2.01e+04 9.43383\n", " 33 1774.11 0.772 1.33e+04 18.8677\n", " 34 1397.24 1 -4.8 75.4706\n", " 35 1761.85 0.668 8.4e+03 25.1569\n", " 36 1767.21 0.877 6.4e+03 50.3137\n", " 37 1387.66 1 -6.09 201.255\n", " 38 1390.09 1 33.7 67.085\n", " 39 1387.63 0.00427 -4.12 134.17\n", " 40 1385.06 1 12.1 134.17\n", " 41 1382.15 1 -0.38 134.166\n", " 42 1381.69 1 -0.181 44.7219\n", " 43 1381.09 1 -0.254 14.9073\n", " 44 1380.48 1 -0.224 4.9691\n", " 45 1379.87 1 -0.266 1.65637\n", " 46 1379.16 1 0.663 0.552122\n", " 47 1378.93 1 1.94 0.533044\n", " 48 1376.98 1 -0.363 0.765673\n", " 49 1376.24 1 -0.0883 0.602402\n", " 50 1375.71 1 -0.0796 0.561426\n", " 51 1375.43 1 0.0413 0.481906\n", " 52 1375.15 1 -0.0134 0.472462\n", " 53 1374.96 0.362 -0.214 0.441425\n", " 54 1374.92 1 0.153 0.441425\n", " 55 1374.75 1 -0.0318 0.528296\n", " 56 1374.77 1 0.161 0.367943\n", " 57 1374.68 1 -0.0191 0.735885\n", " 58 1374.71 1 0.127 0.382796\n", " 59 1374.65 1 -0.0105 0.765592\n", " 60 1374.63 1 0.0116 0.515987\n", " 61 1374.59 1 -0.00647 0.51592\n", " 62 1374.56 1 0.00204 0.450783\n", " 63 1374.53 1 -0.0041 0.443066\n", " 64 1374.51 1 -0.000545 0.40034\n", " 65 1374.48 1 -0.00298 0.385475\n", " 66 1374.46 1 -0.00136 0.352723\n", " 67 1374.45 1 -0.00232 0.334485\n", " 68 1374.43 1 -0.00155 0.307991\n", " 69 1374.41 1 -0.0019 0.289161\n", " 70 1374.4 1 -0.00151 0.267118\n", " 71 1374.39 1 -0.0016 0.249208\n", " 72 1374.38 1 -0.0014 0.23048\n", " 73 1374.37 1 -0.0014 0.214102\n", " 74 1374.36 1 -0.00128 0.197909\n", " 75 1374.35 1 -0.00125 0.183162\n", " 76 1374.34 1 -0.00118 0.168937\n", " 77 1374.33 1 -0.00116 0.155667\n", " 78 1374.32 1 -0.00113 0.142944\n", " 79 1374.31 1 -0.00114 0.130851\n", " 80 1374.31 1 -0.00117 0.119161\n", " 81 1374.3 1 -0.00124 0.107784\n", " 82 1374.3 0.612 -0.00327 0.0964999\n", " 83 1374.29 1 -0.00318 0.0964999\n", " 84 1374.27 1 -0.0103 0.0321666\n", " 85 1374.11 0.873 -0.241 0.0107222\n", " 86 1373.65 0.229 4.85 0.0107222\n", " 87 2467.17 0.52 4.38e+05 0.0107222\n", " 88 1381.92 1 217 0.0214444\n", " 89 1372.39 1 -0.0578 0.0857777\n", " 90 1374.05 1 19.6 0.0285926\n", " 91 1372.31 1 -0.0172 0.0571851\n", " 92 2411.11 0.455 2.11e+05 0.0190617\n", " 93 2409.35 0.866 1.11e+05 0.0381234\n", " 94 1372.26 1 -0.0221 0.152494\n", " 95 2389.35 0.858 7.82e+04 0.0508312\n", " 96 1372.27 1 0.451 0.101662\n", " 97 1372.24 1 -0.0134 0.40665\n", " 98 1372.19 1 0.181 0.13555\n", " 99 1388.16 1 102 0.134942\n", " 100 1372.04 1 0.142 0.269884\n", " 101 1372.77 1 3.06 0.261893\n", " 102 1371.78 1 -0.0645 0.523787\n", " 103 1379.87 1 30.9 0.174596\n", " 104 1371.88 1 0.722 0.349191\n", " 105 1371.67 1 -0.0393 1.39676\n", " 106 1371.61 1 0.167 0.465588\n", " 107 1371.43 1 -0.0327 0.46883\n", " 108 1371.36 1 -0.000368 0.291003\n", " 109 1371.32 1 -0.0104 0.262627\n", " 110 1371.31 1 -0.00106 0.0968711\n", " 111 1371.3 1 -0.000461 0.0756744\n", " 112 1371.3 1 -4.85e-05 0.0252248\n", " 113 1371.3 1 6.33e-07 0.0160824\n", " 114 1371.3 1 0.000238 0.0158693\n", " 115 1371.3 1 0.000918 0.0198781\n", " 116 1371.3 1 0.000735 0.0397563\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Parameters converged to within tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 27243.3\n", " 1 27241.4 5.2e-05 -1.84e+04 3765.62\n", " 2 27189.1 0.00142 -1.84e+04 3765.62\n", " 3 27123.6 0.00179 -1.83e+04 3765.62\n", " 4 27074.1 0.00135 -1.83e+04 3765.62\n", " 5 27057.7 0.000449 -1.82e+04 3765.62\n", " 6 27044.2 0.000371 -1.82e+04 3765.62\n", " 7 26959.8 0.00232 -1.82e+04 3765.62\n", " 8 21282 0.176 -1.43e+04 3765.62\n", " 9 8194.7 1 -2.07e+03 3765.62\n", " 10 6829.35 0.434 -1.37e+03 1255.21\n", " 11 6821.67 0.00445 -861 1255.21\n", " 12 5460.76 0.968 -516 1255.21\n", " 13 4816.92 0.949 -313 1255.21\n", " 14 4193.2 1 -299 1255.21\n", " 15 3913.12 0.237 -585 418.403\n", " 16 3441.16 1 -166 418.403\n", " 17 2970.61 1 -171 139.468\n", " 18 2404.6 0.798 -248 46.4892\n", " 19 2229.54 0.206 -428 46.4892\n", " 20 2281.85 0.627 2.55e+03 46.4892\n", " 21 2221.36 0.968 1.63e+03 92.9784\n", " 22 1782.16 1 82.6 92.9784\n", " 23 1643.21 1 -42.9 50.4974\n", " 24 1606.23 0.263 -67.4 19.3805\n", " 25 1559.57 0.376 -59.2 19.3805\n", " 26 1480.33 1 -23 19.3805\n", " 27 1455.28 0.786 -7.12 6.46016\n", " 28 1448.81 0.65 -3.42 6.46016\n", " 29 1443.94 1 -1.76 6.46016\n", " 30 1413.45 1 -2.75 4.6927\n", " 31 1408.74 1 -1.4 1.56423\n", " 32 1404.18 1 0.0278 0.961492\n", " 33 1397.75 1 -2.36 0.922584\n", " 34 1385.74 1 -5.38 0.774699\n", " 35 1340.98 1 -21.3 0.516617\n", " 36 1324.02 0.0445 -188 0.172206\n", " 37 1118.39 0.621 -122 0.172206\n", " 38 1076.92 0.226 -78 0.172206\n", " 39 1060.27 0.138 -54 0.172206\n", " 40 1032.84 0.351 -29 0.172206\n", " 41 1011.88 1 0.562 0.172206\n", " 42 1009.22 1 -0.556 0.118896\n", " 43 1008.44 1 -0.145 0.104526\n", " 44 1008.41 0.159 -0.0739 0.0348419\n", " 45 1008.33 1 -0.0165 0.0348419\n", " 46 1008.31 1 -0.00679 0.0337858\n", " 47 1008.3 1 -0.00208 0.0233021\n", " 48 1008.3 0.778 -0.0016 0.0126425\n", " 49 1008.3 1 -0.000873 0.0126425\n", " 50 1008.29 1 -0.000878 0.00701206\n", " 51 1008.29 1 -0.000736 0.00450279\n", " 52 1007.65 1 -0.31 0.00284806\n", " 53 1005.87 0.202 -3.96 0.000949355\n", " 54 1001.97 1 -0.307 0.000949355\n", " 55 1001.75 0.468 -0.168 0.000316452\n", " 56 1001.61 1 -0.0276 0.000316452\n", " 57 1001.6 1 -0.00282 0.000105484\n", " 58 1001.6 1 -0.000423 3.51613e-05\n", " 59 989.1 0.033 -209 2.35588e-05\n", " 60 987.813 1 4.19 2.35588e-05\n", " 61 986.502 1 0.153 2.37284e-05\n", " 62 986.399 1 0.0424 2.13529e-05\n", " 63 986.385 1 0.0117 1.93377e-05\n", " 64 986.327 0.00444 -6.36 1.93345e-05\n", " 65 1507.08 0.195 6.31e+03 1.93345e-05\n", " 66 1507.08 0.195 6.3e+03 3.86691e-05\n", " 67 1507.08 0.196 6.29e+03 0.000154676\n", " 68 982.731 0.00941 -182 0.00123741\n", " 69 1724.86 0.204 7.94e+03 0.00123741\n", " 70 1725.58 0.208 7.77e+03 0.00247482\n", " 71 1596.73 0.226 5.75e+03 0.00989929\n", " 72 1250.39 0.396 1.3e+03 0.0791943\n", " 73 993.346 1 20.9 0.633554\n", " 74 981.403 1 -0.451 5.06844\n", " 75 980.358 1 -0.111 1.68948\n", " 76 979.405 1 -0.312 1.20888\n", " 77 978.886 1 0.469 0.757587\n", " 78 977.931 0.546 -0.399 0.774554\n", " 79 976.86 1 -0.0365 0.774554\n", " 80 975.647 1 -0.342 0.774546\n", " 81 975.043 1 -0.202 0.69487\n", " 82 974.713 1 -0.124 0.588081\n", " 83 974.506 1 -0.0824 0.478098\n", " 84 974.355 1 -0.0624 0.374905\n", " 85 974.159 1 -0.0884 0.277668\n", " 86 974.14 0.0357 -0.272 0.133454\n", " 87 974.078 1 -0.0176 0.133454\n", " 88 974.048 1 -0.0105 0.131769\n", " 89 974.037 1 -0.00464 0.118666\n", " 90 974.028 1 -0.0039 0.0752103\n", " 91 974.02 1 -0.00331 0.0478442\n", " 92 974.014 1 -0.00284 0.0302373\n", " 93 974.008 1 -0.00243 0.0191099\n", " 94 974.003 1 -0.00209 0.0120765\n", " 95 973.999 1 -0.00179 0.00763196\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Norm of gradient less than tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 44445.5\n", " 1 44438.2 8.63e-05 -4.26e+04 3.46615\n", " 2 43293.9 0.0128 -4.68e+04 3.46615\n", " 3 42548.5 0.00873 -4.39e+04 3.46615\n", " 4 42463.8 0.00104 -4.1e+04 3.46615\n", " 5 41507.7 0.0114 -4.34e+04 3.46615\n", " 6 39574.6 0.023 -4.41e+04 3.46615\n", " 7 35678.6 0.0474 -4.37e+04 3.46615\n", " 8 28524.6 0.104 5.09e+05 3.46615\n", " 9 27657 0.0156 -2.87e+04 3.46615\n", " 10 26070.9 0.0278 -3.07e+04 3.46615\n", " 11 25172.9 0.0174 -2.69e+04 3.46615\n", " 12 20772.4 0.0811 -2.92e+04 3.46615\n", " 13 18286.4 0.0615 -2.07e+04 3.46615\n", " 14 18266.2 0.000607 -1.66e+04 3.46615\n", " 15 14002.2 0.128 -1.63e+04 3.46615\n", " 16 6930.04 0.148 -3.84e+04 3.46615\n", " 17 4494.12 0.552 2.39e+04 3.46615\n", " 18 2749.25 0.414 -293 3.46615\n", " 19 2663.97 0.969 451 3.46615\n", " 20 4351.14 0.938 2.27e+04 3.46615\n", " 21 2474.65 1 179 6.93229\n", " 22 1791.83 0.432 1.07e+03 2.31076\n", " 23 1586.43 1 8.07 2.31076\n", " 24 1529.18 0.509 -29.8 0.770254\n", " 25 2397.58 0.908 1.16e+04 0.770254\n", " 26 1516.68 1 40.4 1.54051\n", " 27 1498.02 1 -0.808 1.53983\n", " 28 1496.83 1 -0.289 0.513278\n", " 29 2156.54 0.203 8.59e+04 0.171093\n", " 30 2138.94 0.348 4.5e+04 0.342185\n", " 31 1435.85 0.801 6.43 1.36874\n", " 32 1426.93 1 6.31 1.36874\n", " 33 1427.04 1 14.1 0.8723\n", " 34 1423.59 1 0.106 1.7446\n", " 35 1434.27 1 43.4 0.581533\n", " 36 1421.22 0.0924 -12.8 1.16307\n", " 37 1426.85 1 30.5 1.16307\n", " 38 1417.82 1 -0.249 2.32613\n", " 39 1417.77 1 2.87 1.73133\n", " 40 1415.71 1 -0.372 3.17782\n", " 41 1413.84 1 -0.588 1.05927\n", " 42 1399.91 0.218 -40.9 0.497851\n", " 43 1399.9 0.00283 -1.96 0.497851\n", " 44 1399.23 0.189 -1.62 0.497851\n", " 45 1398.31 1 -0.134 0.497851\n", " 46 1397.63 1 0.132 0.187566\n", " 47 1397.53 0.965 0.101 0.185275\n", " 48 1397.35 1 -0.0412 0.185275\n", " 49 1397.33 1 0.0695 0.0961608\n", " 50 1393.16 0.204 -8.52 0.126213\n", " 51 1386.24 1 0.0455 0.126213\n", " 52 1389.2 0.575 22.1 0.0866088\n", " 53 1387.6 1 9.09 0.173218\n", " 54 1384.71 1 -0.0378 0.692871\n", " 55 1383.83 0.986 -0.0844 0.308545\n", " 56 1383.59 0.155 -0.738 0.308545\n", " 57 1383 0.384 -0.826 0.308545\n", " 58 1383 0.00236 -0.712 0.308545\n", " 59 1381.65 1 2.31 0.308545\n", " 60 1380.58 0.188 -2.9 0.102848\n", " 61 1379.82 1 0.597 0.102848\n", " 62 1379.78 1 0.3 0.0987536\n", " 63 1379.66 0.925 0.145 0.150291\n", " 64 1379.28 1 -0.119 0.150291\n", " 65 1378.84 0.204 -1.08 0.0614587\n", " 66 1378.72 1 0.00624 0.0614587\n", " 67 1378.72 1 0.0246 0.0473305\n", " 68 1378.71 1 0.0224 0.0808227\n", " 69 1376.69 0.531 -1.54 0.121295\n", " 70 1374.52 1 -0.368 0.121295\n", " 71 1374.3 1 -0.0337 0.0404316\n", " 72 1374.28 1 -0.00367 0.0134772\n", " 73 1374.27 0.586 -0.00432 0.0044924\n", " 74 1374.26 1 -0.00574 0.0044924\n", " 75 1373.91 0.443 57.4 0.00149747\n", " 76 1372.46 1 -0.0182 0.00149747\n", " 77 2458.39 0.0741 7.79e+06 0.000562779\n", " 78 2457.37 0.141 4.14e+06 0.00112556\n", " 79 2450.89 0.539 1.14e+06 0.00450223\n", " 80 1372.43 1 0.117 0.0360178\n", " 81 1372.46 1 0.158 0.0433139\n", " 82 1372.42 1 0.0997 0.0866277\n", " 83 1372.39 1 0.0666 0.141086\n", " 84 1372.37 1 0.0235 0.163216\n", " 85 1372.37 0.18 -0.0125 0.173739\n", " 86 1372.36 1 0.00285 0.173739\n", " 87 1372.36 1 -0.000317 0.17387\n", " 88 1372.35 1 -0.00162 0.167691\n", " 89 1372.34 1 -0.00807 0.0704152\n", " 90 2430.34 0.964 1.96e+05 0.0234717\n", " 91 1372.3 1 -0.0221 0.0469434\n", " 92 2408.94 0.364 2.43e+05 0.0156478\n", " 93 2407.11 0.68 1.29e+05 0.0312956\n", " 94 1372.23 1 -0.0341 0.125183\n", " 95 2376.03 0.616 8.71e+04 0.0417275\n", " 96 1380.94 1 71.1 0.083455\n", " 97 1372.18 1 -0.0292 0.33382\n", " 98 1376.01 1 22.4 0.111273\n", " 99 1372.1 1 0.0166 0.222547\n", " 100 2292.32 0.713 3.32e+04 0.0741822\n", " 101 1383.12 1 61.4 0.148364\n", " 102 1371.97 1 -0.053 0.593458\n", " 103 1375.25 1 13.8 0.197819\n", " 104 1371.88 1 0.103 0.395639\n", " 105 1371.82 1 0.387 0.380476\n", " 106 1371.49 1 -0.0441 0.447037\n", " 107 1371.4 1 0.0229 0.279466\n", " 108 1371.32 1 -0.0156 0.272365\n", " 109 1371.3 1 -0.000188 0.0907884\n", " 110 1371.3 1 -0.000585 0.078042\n", " 111 1371.3 1 9.35e-05 0.026014\n", " 112 1371.3 1 0.000266 0.0249884\n", " 113 1371.3 1 0.000203 0.0499768\n", " 114 1371.3 1 5.36e-05 0.199907\n", " 115 1371.3 1 1.36e-05 0.200172\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Norm of gradient less than tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 186517\n", " 1 186494 6.26e-05 -1.8e+05 1.29264\n", " 2 185758 0.00204 -1.8e+05 1.29264\n", " 3 184314 0.00402 -1.79e+05 1.29264\n", " 4 184175 0.00039 -1.78e+05 1.29264\n", " 5 181269 0.00818 -1.77e+05 1.29264\n", " 6 175057 0.0178 -1.73e+05 1.29264\n", " 7 170747 0.0128 -1.69e+05 1.29264\n", " 8 112584 0.157 -1.93e+05 1.29264\n", " 9 91193.9 0.0959 -1.13e+05 1.29264\n", " 10 86054.4 0.0295 -8.66e+04 1.29264\n", " 11 73379.5 0.0794 -7.71e+04 1.29264\n", " 12 34084.3 0.308 -5.53e+04 1.29264\n", " 13 25070.7 0.133 -3.57e+04 1.29264\n", " 14 24709.7 0.00791 -2.29e+04 1.29264\n", " 15 22346.9 0.0516 -2.34e+04 1.29264\n", " 16 22345.4 3.66e-05 -1.96e+04 1.29264\n", " 17 16410.4 0.134 -2.48e+04 1.29264\n", " 18 9584.88 0.208 -1.91e+04 1.29264\n", " 19 2046.68 0.436 1.7e+04 1.29264\n", " 20 2347.08 0.735 4.63e+03 1.29264\n", " 21 2363.65 0.856 3.64e+03 2.58528\n", " 22 1668.67 1 218 10.3411\n", " 23 1562.06 1 -11.1 5.24246\n", " 24 1557.98 1 -0.337 1.74749\n", " 25 1647.15 0.805 1.32e+03 0.582495\n", " 26 1646.43 0.969 1.13e+03 1.16499\n", " 27 1486.28 1 -11.2 4.65996\n", " 28 1476.69 0.118 -42.4 4.57584\n", " 29 1430.76 0.941 -13.4 4.57584\n", " 30 1423.51 0.346 -8.89 4.57584\n", " 31 1416.07 1 -0.692 4.57584\n", " 32 1415.63 1 -0.0378 1.5583\n", " 33 1415.4 0.0216 -5.32 0.519433\n", " 34 1411.77 0.435 -3.53 0.519433\n", " 35 1411.25 1 -0.0905 0.519433\n", " 36 1400.4 0.328 -21.4 0.427858\n", " 37 1400.39 0.00174 -1.16 0.427858\n", " 38 1399.32 1 0.218 0.427858\n", " 39 1398.82 0.356 -0.349 0.404141\n", " 40 1405.34 1 18 0.404141\n", " 41 1398.14 1 0.204 0.808281\n", " 42 1397.96 1 1.24 0.803575\n", " 43 1396.52 1 -0.195 1.1261\n", " 44 1395.77 1 -0.0023 0.983987\n", " 45 1394.9 1 -0.217 0.97022\n", " 46 1394.02 1 -0.292 0.82193\n", " 47 1393.68 1 9.33 0.626248\n", " 48 1389.93 0.25 -5.65 1.12667\n", " 49 1384.38 1 -0.741 1.12667\n", " 50 1381.54 1 -0.649 1.03343\n", " 51 1381.54 3.1e-05 -2.39 1.00479\n", " 52 1378.51 1 -1.12 1.00479\n", " 53 1374.29 1 -1.92 0.776801\n", " 54 1367.51 0.467 -7.11 0.373433\n", " 55 1362.46 0.168 -15 0.373433\n", " 56 1359.38 0.069 -22.3 0.373433\n", " 57 1308.46 1 -24.6 0.373433\n", " 58 1024.51 1 -71.8 0.124478\n", " 59 1100.3 0.862 128 0.0414925\n", " 60 1022.74 1 34.7 0.082985\n", " 61 988.462 1 -1.47 0.147386\n", " 62 984.964 1 -0.498 0.0889188\n", " 63 987.029 1 4.01 0.0358472\n", " 64 984.842 1 0.149 0.0716943\n", " 65 984.651 1 -0.034 0.0729429\n", " 66 984.657 1 0.0887 0.0435791\n", " 67 984.599 1 -0.0147 0.0871581\n", " 68 984.587 1 0.0569 0.0399933\n", " 69 984.44 1 -0.0537 0.0514093\n", " 70 984.017 1 -0.107 0.0171364\n", " 71 981.836 1 -0.554 0.0118251\n", " 72 981.381 0.839 -0.103 0.0039417\n", " 73 981.266 1 -0.0135 0.0039417\n", " 74 981.256 1 -0.00244 0.0013139\n", " 75 981.251 1 -0.00167 0.000759932\n", " 76 981.248 1 -0.00114 0.000581026\n", " 77 981.246 1 -0.001 0.000378891\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Norm of gradient less than tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 40265.3\n", " 1 21516.7 0.146 -8.52e+04 0.910117\n", " 2 20202 0.0277 -2.73e+04 0.910117\n", " 3 11174.8 0.194 -3.3e+04 0.910117\n", " 4 8608.86 0.117 -1.15e+04 0.910117\n", " 5 4298.05 0.241 -9.32e+03 0.910117\n", " 6 2698.69 0.357 -1.66e+03 0.910117\n", " 7 1581.9 0.711 -370 0.910117\n", " 8 1536.5 0.133 -155 0.910117\n", " 9 1392.5 1 -18 0.910117\n", " 10 1558.41 1 476 0.303372\n", " 11 1397.63 1 38 0.606745\n", " 12 1382.4 1 -1.88 2.42698\n", " 13 1389.64 1 21 0.808993\n", " 14 1380.59 1 0.963 1.61799\n", " 15 1380 0.164 -1.49 1.60836\n", " 16 1378.82 1 0.639 1.60836\n", " 17 1376.96 1 -0.104 1.60964\n", " 18 1376.36 0.18 -1.48 1.58381\n", " 19 1374.21 1 -0.765 1.58381\n", " 20 1370.92 1 -1.5 1.06477\n", " 21 1358.03 1 -6.24 0.372588\n", " 22 1250.7 1 -48.6 0.124196\n", " 23 1195.44 0.116 -216 0.0413987\n", " 24 1009.73 0.718 -56.2 0.0413987\n", " 25 1002.59 0.121 -22.3 0.0413987\n", " 26 998.027 1 36.3 0.0413987\n", " 27 1404.18 0.367 2.11e+03 0.0558261\n", " 28 1406.88 0.673 1.2e+03 0.111652\n", " 29 992.579 1 16 0.446609\n", " 30 974.623 1 -1.38 0.510528\n", " 31 974.27 1 -0.0501 0.170176\n", " 32 974.17 1 -0.0245 0.131353\n", " 33 974.145 1 0.029 0.126032\n", " 34 974.316 1 0.325 0.129554\n", " 35 974.129 1 0.0124 0.259108\n", " 36 974.105 1 -0.00415 0.261358\n", " 37 974.09 1 -0.00545 0.0871195\n", " 38 974.089 0.581 0.0136 0.0668748\n", " 39 974.319 1 0.411 0.0668748\n", " 40 974.101 1 0.0312 0.13375\n", " 41 974.082 1 -0.00138 0.534998\n", " 42 974.079 1 -0.00123 0.197756\n", " 43 974.075 1 -0.00174 0.127389\n", " 44 974.071 1 0.000971 0.0629819\n", " 45 974.083 0.475 0.0543 0.0629659\n", " 46 974.072 0.686 0.0106 0.125932\n", " 47 974.068 1 -0.000693 0.503727\n", " 48 974.067 1 -0.000496 0.312371\n", " 49 974.065 1 -0.000993 0.140044\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Norm of gradient less than tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 377375\n", " 1 377368 1.03e-05 -3.69e+05 4.13183\n", " 2 272214 0.138 -3.84e+05 4.13183\n", " 3 246588 0.0499 -2.48e+05 4.13183\n", " 4 209476 0.0818 -2.14e+05 4.13183\n", " 5 207018 0.00604 -2.03e+05 4.13183\n", " 6 199519 0.0188 -1.97e+05 4.13183\n", " 7 180920 0.0509 -1.72e+05 4.13183\n", " 8 176166 0.0138 -1.69e+05 4.13183\n", " 9 116606 0.219 -1.03e+05 4.13183\n", " 10 90729.3 0.13 -9.05e+04 4.13183\n", " 11 80448 0.0718 4.69e+07 4.13183\n", " 12 23347.7 0.393 -6.31e+04 4.13183\n", " 13 2831.4 1 20.9 4.13183\n", " 14 2133.87 0.312 -872 1.37728\n", " 15 1583.28 0.668 -179 1.37728\n", " 16 1484.71 0.544 -53.1 1.37728\n", " 17 1446.14 1 10.7 1.37728\n", " 18 1437.94 0.44 5.95 1.30305\n", " 19 1436.24 0.0457 -18 1.30305\n", " 20 1418.68 1 -3.41 1.30305\n", " 21 1411.11 1 -3.13 0.434349\n", " 22 1388.31 1 -11.1 0.301432\n", " 23 1353.57 0.131 -129 0.100477\n", " 24 1340.47 0.0295 -220 0.100477\n", " 25 1045.75 1 -59.3 0.100477\n", " 26 1045.29 0.0109 -20.9 0.0334924\n", " 27 1024.83 1 -0.00564 0.0334924\n", " 28 1025.3 1 0.927 0.0196202\n", " 29 1024.17 1 -0.0499 0.0392404\n", " 30 1024.17 0.104 -0.0188 0.0130801\n", " 31 1024.16 0.0536 -0.0237 0.0130801\n", " 32 1024.14 1 -0.00967 0.0130801\n", " 33 1023.91 0.286 1.18 0.00436004\n", " 34 1023.57 1 -0.013 0.00436004\n", " 35 1023.57 1 -0.00117 0.00145335\n", " 36 1023.57 0.217 -0.000297 0.000484449\n", " 37 1023.99 1 0.643 0.000484449\n", " 38 1023.47 1 0.0541 0.000968898\n", " 39 1023.41 1 -0.00208 0.00136221\n", " 40 1023.4 1 -0.000899 0.00045407\n", " 41 1023.03 0.0109 -17.3 0.000151357\n", " 42 1023.02 0.000298 -4.27 0.000151357\n", " 43 1023.01 0.000903 10.7 0.000151357\n", " 44 1023.55 0.0439 13.6 0.000151357\n", " 45 1009.8 1 9.02 0.000302713\n", " 46 1038.82 1 49.2 0.000270119\n", " 47 1013.64 1 15 0.000540238\n", " 48 1005.99 1 1.93 0.00216095\n", " 49 1005.53 1 0.00257 0.00119859\n", " 50 1005.53 0.00509 2.37 0.000399529\n", " 51 1036.44 0.283 116 0.000399529\n", " 52 1060.39 0.492 128 0.000799058\n", " 53 1005.06 0.0817 1.44 0.00319623\n", " 54 1187.81 0.435 486 0.00319623\n", " 55 1187.33 0.446 473 0.00639246\n", " 56 1007.35 1 5.4 0.0255699\n", " 57 1004.8 0.088 -1.42 0.204559\n", " 58 1004.2 1 -0.144 0.204559\n", " 59 1003.94 1 -0.0397 0.150386\n", " 60 1003.89 1 -0.00865 0.149994\n", " 61 1003.89 0.0447 -0.0278 0.049998\n", " 62 1003.87 1 -0.00629 0.049998\n", " 63 1003.69 0.0366 -1.85 0.0289484\n", " 64 1393.19 0.625 1.58e+03 0.0289484\n", " 65 1394.03 0.714 1.38e+03 0.0578968\n", " 66 1138.1 1 289 0.231587\n", " 67 1000.9 0.666 -1.08 1.8527\n", " 68 1000.2 1 -0.0906 1.8527\n", " 69 1000.15 1 0.0138 0.617566\n", " 70 1000.15 1.17e-05 -0.0418 0.611579\n", " 71 1000.09 1 -0.0164 0.611579\n", " 72 1000.08 1 0.02 0.226488\n", " 73 1000.04 1 -0.0113 0.230748\n", " 74 1000.05 0.524 0.0693 0.0769161\n", " 75 1000.02 1 -0.000249 0.153832\n", " 76 999.998 1 -0.00561 0.150703\n", " 77 1002.36 1 6.42 0.121826\n", " 78 999.987 1 -0.00404 0.243652\n", " 79 999.976 1 0.000327 0.118917\n", " 80 999.964 1 -0.0031 0.116722\n", " 81 999.956 1 -0.00173 0.0990134\n", " 82 999.948 1 -0.00216 0.0920252\n", " 83 999.942 1 -0.00161 0.0766763\n", " 84 999.937 1 -0.00135 0.0653646\n", " 85 999.933 1 -0.00121 0.0568195\n", " 86 999.93 1 -0.00103 0.0483046\n", " 87 999.927 1 -0.000864 0.0405141\n", " 88 999.925 1 -0.00077 0.03431\n", " 89 999.923 1 -0.00064 0.0281819\n", " 90 999.921 1 -0.000566 0.0235272\n", " 91 999.92 1 -0.000481 0.019124\n", " 92 999.919 1 -0.000402 0.0156079\n", " 93 999.918 1 -0.000352 0.012889\n", " 94 999.918 1.54e-05 -0.000536 0.0103382\n", " 95 999.917 1 -0.000178 0.0103382\n", " 96 999.916 1 -0.000242 0.00938894\n", " 97 999.916 1 -0.000219 0.00686722\n", " 98 999.915 1 -0.000183 0.0056105\n", " 99 999.915 1 -0.000131 0.00446646\n", " 100 999.915 1 0.000154 0.00368046\n", " 101 999.915 1 0.000446 0.00736091\n", " 102 999.915 1 -2.79e-05 0.0294436\n", " 103 999.915 1 -2.91e-05 0.0213218\n", " 104 999.903 0.000611 -9.83 0.00710725\n", " 105 997.694 0.128 -6.24 0.00710725\n", " 106 997.481 1 0.000522 0.00710725\n", " 107 1055.18 0.578 5.2e+03 0.00236908\n", " 108 998.256 1 7.06 0.00473817\n", " 109 997.45 1 -0.0117 0.0189527\n", " 110 997.45 0.0353 -0.00816 0.00631756\n", " 111 997.443 0.154 -0.0197 0.00631756\n", " 112 1568.83 0.98 2.96e+03 0.00631756\n", " 113 1554.78 0.233 1.22e+04 0.0126351\n", " 114 997.661 1 0.459 0.0505405\n", " 115 997.473 1 0.11 0.404324\n", " 116 997.436 1 -0.00279 3.23459\n", " 117 997.43 1 -0.00265 1.0782\n", " 118 997.422 1 -0.00255 0.359399\n", " 119 997.418 1 -0.00124 0.1198\n", " 120 997.416 1 -0.00094 0.0399332\n", " 121 997.432 1 0.0875 0.0133111\n", " 122 997.41 1 -0.00214 0.0266221\n", " 123 1049.03 0.934 1.14e+03 0.00887405\n", " 124 997.407 0.255 -0.00618 0.0177481\n", " 125 997.531 1 0.491 0.0177481\n", " 126 997.4 1 -0.000131 0.0354962\n", " 127 1043.68 0.925 646 0.0137465\n", " 128 997.494 1 0.347 0.0274929\n", " 129 997.391 1 -0.00353 0.109972\n", " 130 997.428 1 0.155 0.0366572\n", " 131 997.382 1 -0.00233 0.0733144\n", " 132 997.381 0.0238 -0.0209 0.0244381\n", " 133 999.113 1 6.68 0.0244381\n", " 134 997.412 1 0.105 0.0488763\n", " 135 997.373 1 -0.00354 0.195505\n", " 136 997.398 1 0.112 0.0651684\n", " 137 997.363 1 -0.00399 0.130337\n", " 138 997.783 1 1.34 0.0434456\n", " 139 997.355 1 0.0226 0.0868911\n", " 140 997.354 1 0.0597 0.0885162\n", " 141 997.297 1 0.0023 0.155878\n", " 142 997.265 1 0.0124 0.142576\n", " 143 997.395 1 0.213 0.140245\n", " 144 997.35 1 0.185 0.280491\n", " 145 997.232 1 -0.00414 1.12196\n", " 146 997.23 0.0841 -0.00746 0.373988\n", " 147 997.216 1 -0.00659 0.373988\n", " 148 997.213 1 0.0593 0.124663\n", " 149 997.239 1 0.164 0.196496\n", " 150 997.152 1 -0.0167 0.392992\n", " 151 998.152 0.965 2.54 0.131355\n", " 152 997.184 1 0.141 0.262709\n", " 153 997.134 1 -0.0074 1.05084\n", " 154 997.122 1 0.0174 0.350279\n", " 155 997.108 1 0.0479 0.350272\n", " 156 997.109 0.133 0.161 0.399787\n", " 157 997.053 0.78 -0.0189 0.799574\n", " 158 997.04 0.907 -0.00161 0.799574\n", " 159 997.04 1 -4.54e-05 0.799574\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Parameters converged to within tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 44362.9\n", " 1 44361.4 1.82e-05 -4.12e+04 1.68519\n", " 2 44360.1 1.64e-05 -4.12e+04 1.68519\n", " 3 44359 1.28e-05 -4.12e+04 1.68519\n", " 4 44357.9 1.43e-05 -4.12e+04 1.68519\n", " 5 44356 2.25e-05 -4.12e+04 1.68519\n", " 6 44327.9 0.000341 -4.12e+04 1.68519\n", " 7 44311.4 0.0002 -4.12e+04 1.68519\n", " 8 41606.1 0.032 -4.34e+04 1.68519\n", " 9 5766.53 0.402 -2.54e+04 1.68519\n", " 10 4168.39 0.263 -2.55e+03 1.68519\n", " 11 3027.35 0.61 2.92e+03 1.68519\n", " 12 6733.13 0.826 2.17e+04 1.68519\n", " 13 6892.93 0.854 2.25e+04 3.37038\n", " 14 5256.18 1 1.14e+04 13.4815\n", " 15 2573.44 1 231 107.852\n", " 16 2479.34 1 -6.76 43.9269\n", " 17 2455.88 1 -7.12 28.1727\n", " 18 2455.87 0.000773 -8.65 14.8939\n", " 19 2443.88 1 -3.91 14.8939\n", " 20 2437.18 1 -2.5 12.0323\n", " 21 2432.85 1 -1.65 8.39897\n", " 22 2429.97 1 -1.11 6.15926\n", " 23 2427.98 1 -0.778 4.53618\n", " 24 2426.54 1 -0.571 3.35304\n", " 25 2425.43 1 -0.445 2.46322\n", " 26 2424.51 1 -0.371 1.784\n", " 27 2423.7 1 -0.334 1.26946\n", " 28 2423.35 0.396 -0.407 0.886429\n", " 29 2422.64 1 -0.304 0.886429\n", " 30 2422.39 0.249 -0.475 0.547855\n", " 31 2421.66 1 -0.313 0.547855\n", " 32 2421.5 0.157 -0.518 0.355961\n", " 33 2420.6 1 -0.384 0.355961\n", " 34 2419.42 1 -0.498 0.234949\n", " 35 2417.77 1 -0.727 0.163755\n", " 36 2413.88 1 -1.86 0.106285\n", " 37 2412.3 0.0462 -17.1 0.0456642\n", " 38 2409.04 0.0681 -24 0.0456642\n", " 39 2397.6 0.129 -44.7 0.0456642\n", " 40 2184.32 1 -84.7 0.0456642\n", " 41 2835.61 0.525 4.39e+03 0.0152214\n", " 42 2183.89 0.00127 -169 0.0304428\n", " 43 2086.44 1 59.8 0.0304428\n", " 44 2024.95 1 -9.44 0.0304187\n", " 45 2018.88 1 -0.872 0.0190054\n", " 46 2018.33 1 -0.137 0.00633514\n", " 47 2016.86 1 -0.426 0.00527006\n", " 48 2016.06 1 0.0675 0.00339008\n", " 49 2015.86 1 0.107 0.00113003\n", " 50 2015.85 1 0.168 0.00112461\n", " 51 2014.68 1 1.37 0.00198909\n", " 52 23389.4 0.251 4.36e+08 0.000663029\n", " 53 2020.42 0.136 36.8 0.00132606\n", " 54 2125.67 0.464 907 0.00530423\n", " 55 2109.68 0.672 575 0.0424338\n", " 56 2004.46 1 -6.96 0.339471\n", " 57 1958.6 0.201 -135 0.113157\n", " 58 1945.53 0.141 -45.1 0.113157\n", " 59 1852.99 1 -67.2 0.113157\n", " 60 1842.21 0.725 3.73e+03 0.037719\n", " 61 1794.71 0.0484 -461 0.037719\n", " 62 1317.86 1 38.9 0.037719\n", " 63 2517.94 0.0331 4.45e+06 0.012573\n", " 64 2514.81 0.058 2.54e+06 0.025146\n", " 65 2496.09 0.206 7.08e+05 0.100584\n", " 66 1277.38 1 -10.4 0.804672\n", " 67 2358.6 0.309 1.68e+05 0.581033\n", " 68 2356.65 0.604 8.56e+04 1.16207\n", " 69 1265.57 1 -4.6 4.64826\n", " 70 2302.58 0.537 5.43e+04 1.54942\n", " 71 1458.41 1 3.34e+03 3.09884\n", " 72 1261.36 1 -2.6 12.3954\n", " 73 1316.66 1 796 4.13179\n", " 74 1249.64 1 -8.71 8.26358\n", " 75 2047.4 0.512 1.9e+04 2.75453\n", " 76 2026.71 0.954 1.01e+04 5.50905\n", " 77 1240.62 1 -5.44 22.0362\n", " 78 1581.8 1 2.84e+03 7.3454\n", " 79 1220.6 1 -10.2 14.6908\n", " 80 1570.41 0.581 3.52e+03 4.89694\n", " 81 1402.76 1 1.08e+03 9.79387\n", " 82 1205.64 1 -7.35 39.1755\n", " 83 1209.09 1 128 13.0585\n", " 84 1185.93 1 -9.42 26.117\n", " 85 1253.57 0.895 392 8.70566\n", " 86 1162.14 1 -1.81 17.4113\n", " 87 1126.19 0.396 -3.26e+05 5.80378\n", " 88 1112 0.311 -13.3 5.80378\n", " 89 1097.47 1 -0.942 5.80378\n", " 90 1089.62 1 -0.326 1.93459\n", " 91 1087.77 1 -0.311 1.4381\n", " 92 1087.49 1 -0.0877 0.479367\n", " 93 1087.29 1 -0.0577 0.159789\n", " 94 1087.25 1 -0.00726 0.053263\n", " 95 1087.25 1 -0.000388 0.0177543\n", " 96 1087.25 1 -7.45e-05 0.00591811\n", " 97 1087.25 1 -4.31e-05 0.0019727\n", " 98 1087.25 1 -3.19e-05 0.000657568\n", " 99 1089.48 0.548 51.7 0.000219189\n", " 100 1998.47 0.704 1.49e+05 0.000438379\n", " 101 1086.68 1 1.26 0.00175351\n", " 102 1086.12 1 -0.0156 0.00170034\n", " 103 1086.06 0.0212 -1.31 0.000566781\n", " 104 1086.05 1 -0.00171 0.000566781\n", " 105 1086.05 0.26 -0.00161 0.000188927\n", " 106 1086.05 1 -0.00122 0.000188927\n", " 107 1086.04 1 -0.00486 6.29757e-05\n", " 108 1085.96 0.52 -0.181 2.09919e-05\n", " 109 9450.69 0.155 6.46e+07 2.09919e-05\n", " 110 9450.23 0.0703 1.42e+08 4.19838e-05\n", " 111 9448.81 0.214 4.67e+07 0.000167935\n", " 112 1085.88 1 -0.069 0.00134348\n", " 113 9419.55 0.106 5.65e+07 0.000447827\n", " 114 9419.2 0.301 1.99e+07 0.000895654\n", " 115 1085.47 1 -0.547 0.00358262\n", " 116 9324.31 0.0263 7.24e+07 0.00119421\n", " 117 9322.93 0.0442 4.31e+07 0.00238841\n", " 118 9315.79 0.154 1.24e+07 0.00955365\n", " 119 1085.95 1 20.6 0.0764292\n", " 120 1085.35 1 -0.0458 0.611433\n", " 121 1084.8 1 -0.446 0.203811\n", " 122 9079.68 0.277 3.32e+06 0.067937\n", " 123 9067.18 0.501 1.83e+06 0.135874\n", " 124 1083.61 1 -0.742 0.543496\n", " 125 8622.58 0.466 8.7e+05 0.181165\n", " 126 8577.51 0.78 5.19e+05 0.362331\n", " 127 1082.18 1 -0.807 1.44932\n", " 128 8057.86 0.919 2.65e+05 0.483108\n", " 129 1085.68 1 23.4 0.966216\n", " 130 1081.34 1 -0.429 3.86486\n", " 131 1080.97 1 4.92 1.28829\n", " 132 1078.22 1 -0.49 1.5168\n", " 133 1077.56 0.803 -0.293 0.505599\n", " 134 1077.42 1 -0.0371 0.505599\n", " 135 1077.35 1 -0.0244 0.283233\n", " 136 1077.3 1 -0.0157 0.263391\n", " 137 1077.27 1 -0.011 0.225918\n", " 138 1077.25 1 -0.00829 0.18674\n", " 139 1077.24 1 -0.00635 0.150713\n", " 140 1077.23 1 -0.00379 0.119068\n", " 141 1077.22 1 -0.00328 0.074765\n", " 142 1077.21 1 -0.00282 0.0472925\n", " 143 1077.21 1 -0.00242 0.0298496\n", " 144 1077.2 1 -0.00208 0.0188568\n", " 145 1077.2 1 -0.00179 0.0118974\n", " 146 1077.2 1 -0.00155 0.00750453\n", " 147 1077.19 1 -0.00135 0.00472324\n", " 148 1077.19 1 -0.00118 0.00296413\n", " 149 1077.19 1 -0.00105 0.00184754\n", " 150 1077.18 1 -0.000977 0.00113793\n", " 151 1077.18 1 -0.000965 0.00068315\n", " 152 1077.18 1 -0.00109 0.000390855\n", " 153 1077.18 1 -0.00165 0.000196631\n", " 154 1077.16 1 -0.00859 6.55436e-05\n", " 155 5661.59 0.481 2.85e+08 2.18479e-05\n", " 156 5661.61 0.539 2.54e+08 4.36958e-05\n", " 157 1077.13 1 -0.0314 0.000174783\n", " 158 5661.5 0.063 1.06e+09 5.8261e-05\n", " 159 5661.5 0.168 3.99e+08 0.000116522\n", " 160 5661.49 0.551 1.21e+08 0.000466088\n", " 161 1077.12 1 -0.0108 0.0037287\n", " 162 5661.4 0.671 7.78e+07 0.0012429\n", " 163 1076.94 1 -0.299 0.0024858\n", " 164 5660.79 0.0156 1e+09 0.000828601\n", " 165 5660.78 0.0289 5.4e+08 0.0016572\n", " 166 5660.76 0.106 1.47e+08 0.00662881\n", " 167 5660.55 0.833 1.87e+07 0.0530305\n", " 168 1076.89 1 -0.0266 0.424244\n", " 169 1076.55 1 -0.358 0.141415\n", " 170 5658.95 0.303 2.05e+07 0.0471382\n", " 171 5658.84 0.599 1.04e+07 0.0942764\n", " 172 1076.09 1 -0.398 0.377106\n", " 173 5656.68 0.471 7.63e+06 0.125702\n", " 174 5656.55 0.929 3.86e+06 0.251404\n", " 175 1075.68 1 -0.28 1.00561\n", " 176 5654.68 0.91 2.87e+06 0.335205\n", " 177 1073.85 1 -2 0.67041\n", " 178 5647.41 0.308 3.76e+06 0.22347\n", " 179 5646.79 0.58 2e+06 0.44694\n", " 180 1071.16 1 -2.38 1.78776\n", " 181 5635.02 0.471 1.34e+06 0.59592\n", " 182 5633.97 0.878 7.14e+05 1.19184\n", " 183 1068.62 1 -1.77 4.76736\n", " 184 5623.21 0.859 5.05e+05 1.58912\n", " 185 1057.37 1 -11.5 3.17824\n", " 186 5585.86 0.437 3.77e+05 1.05941\n", " 187 5580.03 0.67 2.42e+05 2.11883\n", " 188 1040.93 1 -11.8 8.4753\n", " 189 5527.84 0.729 1.08e+05 2.8251\n", " 190 1569.41 1 4.48e+03 5.6502\n", " 191 1025.25 1 -8.95 22.6008\n", " 192 1128.92 1 600 7.5336\n", " 193 1004.85 1 5.32 15.0672\n", " 194 985.567 1 2.92 5.0224\n", " 195 977.529 1 -1.42 2.79029\n", " 196 974.585 1 -0.619 0.930097\n", " 197 974.016 1 -0.0787 0.310032\n", " 198 973.98 1 -0.00248 0.103344\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Parameters converged to within tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 614547\n", " 1 614469 6.49e-05 -6.03e+05 7.63791\n", " 2 614362 8.89e-05 -6.03e+05 7.63791\n", " 3 588596 0.0206 -6.4e+05 7.63791\n", " 4 581208 0.00648 -5.63e+05 7.63791\n", " 5 311921 0.308 -5.68e+05 7.63791\n", " 6 292000 0.0354 -2.58e+05 7.63791\n", " 7 242353 0.107 -1.86e+05 7.63791\n", " 8 227336 0.0338 -2.09e+05 7.63791\n", " 9 191945 0.0932 -1.62e+05 7.63791\n", " 10 182775 0.0259 -1.68e+05 7.63791\n", " 11 103941 0.345 -7.87e+04 7.63791\n", " 12 83442.5 0.103 -1.02e+05 7.63791\n", " 13 50794 0.193 -9.09e+04 7.63791\n", " 14 14591.7 0.337 -5.55e+04 7.63791\n", " 15 5392.72 0.403 -9.18e+03 7.63791\n", " 16 2984.74 0.47 524 7.63791\n", " 17 2268.74 1 2.79e+03 7.63791\n", " 18 1792.03 1 890 7.62378\n", " 19 1509.48 1 27.8 7.5095\n", " 20 1500.28 1 2.89 2.50317\n", " 21 1496.48 1 -1.15 1.5368\n", " 22 1516.45 0.685 252 0.512267\n", " 23 1493.9 1 5.75 1.02453\n", " 24 1485.29 1 -1.8 0.909249\n", " 25 1482.81 0.0524 -23.7 0.303083\n", " 26 1495.35 0.812 2.61e+03 0.303083\n", " 27 1446.73 1 -19.4 0.606166\n", " 28 1447.37 0.226 1.22e+03 0.202055\n", " 29 1453.83 0.315 1.05e+03 0.40411\n", " 30 1483.26 0.753 760 1.61644\n", " 31 1435.16 1 -4.55 12.9315\n", " 32 1423.97 1 1.64 4.31051\n", " 33 1407.8 1 -0.0674 1.43684\n", " 34 1403.12 0.223 -10.1 0.941354\n", " 35 1395.06 0.402 -7.98 0.941354\n", " 36 1386.88 0.644 -5.56 0.941354\n", " 37 1382.7 1 -1.1 0.941354\n", " 38 1384.53 1 5.05 0.313785\n", " 39 1383.94 1 4.41 0.627569\n", " 40 1381.84 1 0.643 2.51028\n", " 41 1380.64 1 -0.301 2.5103\n", " 42 1380.06 1 -0.152 0.836768\n", " 43 1379.74 1 -0.11 0.716659\n", " 44 1379.53 1 -0.078 0.390509\n", " 45 1379.3 1 -0.0884 0.20513\n", " 46 1720.89 0.45 1.64e+04 0.0683768\n", " 47 1723.29 0.906 8.22e+03 0.136754\n", " 48 1379.11 1 -0.0882 0.547014\n", " 49 1735.46 0.927 6.25e+03 0.182338\n", " 50 1379.12 1 0.927 0.364676\n", " 51 1379.03 1 -0.0422 1.4587\n", " 52 1378.9 1 0.308 0.486235\n", " 53 1382.1 1 11.6 0.4858\n", " 54 1378.55 1 -0.0466 0.971599\n", " 55 1380.81 1 7.14 0.650528\n", " 56 1378.32 1 -0.00127 1.30106\n", " 57 1378.36 1 0.59 1.13255\n", " 58 1378.12 1 -0.0697 2.26509\n", " 59 1381.99 1 10.7 0.755031\n", " 60 1378.06 1 0.2 1.51006\n", " 61 1377.88 1 0.0924 1.63496\n", " 62 1377.74 1 0.138 1.63409\n", " 63 1377.58 1 0.0987 1.63823\n", " 64 1377.43 1 0.061 1.63823\n", " 65 1377.3 0.764 -0.0217 1.63707\n", " 66 1377.21 1 0.0361 1.63707\n", " 67 1377.11 1 -0.00137 1.63698\n", " 68 1377.04 1 0.00253 1.56302\n", " 69 1376.97 1 -0.00593 1.52297\n", " 70 1376.91 1 -0.00398 1.42471\n", " 71 1376.85 1 -0.00716 1.3502\n", " 72 1376.8 1 -0.00572 1.2401\n", " 73 1376.76 1 -0.00737 1.15239\n", " 74 1376.71 1 -0.00637 1.04534\n", " 75 1376.66 1 -0.0076 0.957503\n", " 76 1376.62 1 -0.00704 0.858373\n", " 77 1376.57 1 -0.00839 0.774029\n", " 78 1376.53 1 -0.00836 0.680952\n", " 79 1376.48 1 -0.0104 0.599235\n", " 80 1376.44 0.461 -0.0289 0.508543\n", " 81 1376.38 1 -0.0253 0.508543\n", " 82 1376.26 1 -0.0373 0.169514\n", " 83 1376.43 1 0.929 0.0565048\n", " 84 1376.16 1 0.0284 0.11301\n", " 85 1376.09 1 -0.0139 0.105611\n", " 86 1376.06 1 -0.00937 0.0633328\n", " 87 1376.04 1 -0.00646 0.0563712\n", " 88 1376.03 1 -0.00446 0.0434433\n", " 89 1376.02 1 -0.00489 0.0235175\n", " 90 1376.01 1 -0.00457 0.0142311\n", " 91 1376 1 -0.00412 0.00874397\n", " 92 1375.99 1 -0.00348 0.0055611\n", " 93 1375.99 1 -0.00275 0.00359116\n", " 94 1375.98 1 -0.00121 0.00261661\n", " 95 1375.98 1 0.00264 0.00240019\n", " 96 1375.99 1 0.0146 0.00265862\n", " 97 1375.99 1 0.0145 0.00531724\n", " 98 1375.99 1 0.0118 0.0212689\n", " 99 1375.98 1 0.0023 0.170152\n", " 100 1375.98 1 0.00074 0.179301\n", " 101 1375.98 1 0.000203 0.185164\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Parameters converged to within tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 70494.9\n", " 1 70485.2 7.03e-05 -6.9e+04 0.2501\n", " 2 70480.9 3.14e-05 -6.89e+04 0.2501\n", " 3 70464.9 0.000116 -6.9e+04 0.2501\n", " 4 70458.7 4.48e-05 -6.89e+04 0.2501\n", " 5 70388 0.000512 -6.93e+04 0.2501\n", " 6 70379 6.51e-05 -6.89e+04 0.2501\n", " 7 70275.4 0.00075 -6.94e+04 0.2501\n", " 8 69927.6 0.00249 -7.08e+04 0.2501\n", " 9 19239.2 0.165 -2.36e+05 0.2501\n", " 10 15714.4 0.0973 -1.83e+04 0.2501\n", " 11 12886.4 0.097 -1.47e+04 0.2501\n", " 12 7734.81 0.212 -1.18e+04 0.2501\n", " 13 6200.41 0.132 -5.25e+03 0.2501\n", " 14 5608.46 0.0652 -4.25e+03 0.2501\n", " 15 3844.3 0.305 -1.96e+03 0.2501\n", " 16 3665.83 0.0395 -2.08e+03 0.2501\n", " 17 2188.42 0.907 -303 0.2501\n", " 18 1928.33 0.296 -260 0.2501\n", " 19 1740.64 0.318 -164 0.2501\n", " 20 1563.07 0.313 -182 0.2501\n", " 21 1191.6 1 -62.5 0.2501\n", " 22 1006.91 1 -28.7 0.238858\n", " 23 986.56 1 -4.52 0.0858268\n", " 24 983.595 0.614 -1.56 0.0286089\n", " 25 981.786 1 -0.352 0.0286089\n", " 26 981.622 1 -0.0394 0.00953632\n", " 27 981.594 1 -0.00601 0.00317877\n", " 28 981.59 1 -0.00132 0.00105959\n", " 29 981.588 1 -0.000496 0.000645272\n", " 30 981.588 1 -0.000319 0.000417558\n", " 31 981.587 1 -0.000239 0.000282113\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Norm of gradient less than tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 883221\n", " 1 882869 0.000204 -8.63e+05 0.826783\n", " 2 882524 0.0002 -8.63e+05 0.826783\n", " 3 882455 4.02e-05 -8.63e+05 0.826783\n", " 4 882407 2.75e-05 -8.63e+05 0.826783\n", " 5 882179 0.000132 -8.63e+05 0.826783\n", " 6 678450 0.12 -9.11e+05 0.826783\n", " 7 588268 0.0675 -6.68e+05 0.826783\n", " 8 408560 0.145 -6.38e+05 0.826783\n", " 9 406086 0.00309 -3.99e+05 0.826783\n", " 10 331844 0.101 -3.35e+05 0.826783\n", " 11 331463 0.000586 -3.25e+05 0.826783\n", " 12 329349 0.00323 -3.31e+05 0.826783\n", " 13 323354 0.00902 -3.44e+05 0.826783\n", " 14 295707 0.0376 -4.27e+05 0.826783\n", " 15 183550 0.105 -9.84e+05 0.826783\n", " 16 83625.1 0.115 -1.05e+06 0.826783\n", " 17 76451.9 0.0438 -8.5e+04 0.826783\n", " 18 34336.3 0.261 -9.02e+04 0.826783\n", " 19 20862.2 0.744 2.5e+06 0.826783\n", " 20 17746.7 0.0895 -2.15e+04 0.826783\n", " 21 22121.3 0.0979 1.76e+05 0.826783\n", " 22 21102.4 0.198 7.47e+04 1.65357\n", " 23 10067.2 0.282 -1.23e+04 6.61427\n", " 24 3466.15 0.494 6.85e+03 6.61427\n", " 25 2452.52 0.337 9.4e+03 6.61427\n", " 26 2002.48 1 -33.4 6.61427\n", " 27 1958.87 1 -10.5 2.20476\n", " 28 1938.02 1 -4.73 0.734919\n", " 29 1931.36 1 -2.37 0.244973\n", " 30 1904.05 1 -8.36 0.0816576\n", " 31 1870.71 1 222 0.0272192\n", " 32 1795.33 1 19.7 0.0423694\n", " 33 1762.05 0.0878 -157 0.0475914\n", " 34 3228.18 1 1.13e+04 0.0475914\n", " 35 2709.35 1 7.08e+03 0.0951827\n", " 36 1905.38 1 1.52e+03 0.380731\n", " 37 1612.73 1 84.6 3.04585\n", " 38 2583.35 1 2.19e+03 1.01528\n", " 39 2518.04 1 2.12e+03 2.03056\n", " 40 1904.68 1 710 8.12226\n", " 41 1572.16 1 -10.2 64.9781\n", " 42 1555.39 0.682 -10.1 40.3242\n", " 43 1540.45 1 -6.16 40.3242\n", " 44 1529.37 1 12.5 13.4414\n", " 45 1516.62 0.428 -10 13.4527\n", " 46 1502.48 1 -2.87 13.4527\n", " 47 1491.65 1 -3.65 11.7486\n", " 48 1478.26 1 -5.56 6.64517\n", " 49 1444.31 1 -11.1 2.21506\n", " 50 1431.25 0.462 -9.65 0.738352\n", " 51 1421.56 1 -1.7 0.738352\n", " 52 1419.36 1 -0.45 0.260545\n", " 53 1421.29 1 20.1 0.0868484\n", " 54 1418.62 1 -0.264 0.173697\n", " 55 4090.96 0.549 6.55e+05 0.0578989\n", " 56 1626.57 0.989 2.92e+03 0.115798\n", " 57 1418.27 1 -0.175 0.463191\n", " 58 1508.86 1 1.71e+03 0.154397\n", " 59 1417.83 1 0.509 0.308794\n", " 60 1620.98 1 3.4e+03 0.252422\n", " 61 1416.37 1 -0.376 0.504844\n", " 62 3778.94 0.649 8.18e+04 0.168281\n", " 63 1919.37 1 5.82e+03 0.336563\n", " 64 1415.41 1 -0.248 1.34625\n", " 65 1415.65 0.546 6.41 0.44875\n", " 66 1414.96 0.853 1.96 0.8975\n", " 67 1413.51 1 0.209 0.8975\n", " 68 1412.81 1 0.518 0.302107\n", " 69 1412.45 1 0.0997 0.290476\n", " 70 1412.26 1 -0.0411 0.275607\n", " 71 1412.16 1 -0.0213 0.24134\n", " 72 1412.08 1 -0.025 0.227807\n", " 73 1412.02 1 -0.0158 0.179221\n", " 74 1411.98 1 -0.0147 0.1591\n", " 75 1411.95 1 -0.0112 0.125772\n", " 76 1411.66 1 -0.117 0.104878\n", " 77 2024.29 0.832 1.96e+04 0.0349593\n", " 78 2026.86 0.922 1.91e+04 0.0699186\n", " 79 1411.98 1 11.4 0.279674\n", " 80 1411.14 1 -0.272 2.23739\n", " 81 1409.95 1 -0.173 0.745798\n", " 82 1408.16 1 -0.249 0.248599\n", " 83 1403.85 1 -1.24 0.173605\n", " 84 1400.1 0.836 -1.34 0.165757\n", " 85 1393.89 1 -2.29 0.165757\n", " 86 1388.89 0.163 -13.4 0.133364\n", " 87 1386.14 0.353 -1.67 0.133364\n", " 88 1404.07 0.79 56.5 0.133364\n", " 89 1385.79 0.75 3.04 0.266728\n", " 90 1388.65 0.771 8.65 0.266728\n", " 91 1384.51 1 1.11 0.533457\n", " 92 1383.06 0.448 -1.1 0.538878\n", " 93 1381.48 1 -0.508 0.538878\n", " 94 1379.52 0.681 -1.35 0.182593\n", " 95 1375.96 0.728 -2.38 0.182593\n", " 96 1364.32 1 -5.75 0.182593\n", " 97 1361.83 0.0163 -76.1 0.0608642\n", " 98 1338.13 0.138 -84.6 0.0608642\n", " 99 1128.11 0.641 -127 0.0608642\n", " 100 1123.52 0.0163 -140 0.0608642\n", " 101 1000.61 1 10.3 0.0608642\n", " 102 1055.59 0.344 380 0.0358508\n", " 103 1055.62 0.658 224 0.0717017\n", " 104 986.225 1 -1.35 0.286807\n", " 105 984.096 1 -0.308 0.177641\n", " 106 985.196 1 2.72 0.113231\n", " 107 983.753 1 0.00832 0.226461\n", " 108 983.599 1 -0.0282 0.207859\n", " 109 983.57 1 0.0341 0.158211\n", " 110 983.605 1 0.12 0.162027\n", " 111 983.526 1 -0.00607 0.324053\n", " 112 983.501 1 -0.00726 0.275758\n", " 113 983.473 1 -0.0102 0.0919192\n", " 114 983.467 1 0.0168 0.0790679\n", " 115 984.106 1 1.16 0.0877722\n", " 116 983.538 1 0.139 0.175544\n", " 117 983.453 1 -0.00238 0.702177\n", " 118 983.45 1 -0.00138 0.331127\n", " 119 983.445 1 -0.00209 0.183396\n", " 120 983.436 1 -0.00352 0.0710792\n", " 121 983.443 1 0.0255 0.0504174\n", " 122 983.434 1 0.00229 0.100835\n", " 123 983.485 1 0.0964 0.101907\n", " 124 983.437 1 0.00923 0.203815\n", " 125 983.432 1 -0.000521 0.81526\n", " 126 983.43 1 -0.00041 0.323158\n", " 127 983.429 1 -0.00062 0.231496\n", " 128 983.426 1 -0.00145 0.0771655\n", " 129 983.426 1 0.00618 0.0356861\n", " 130 984.262 1 1.53 0.0616492\n", " 131 983.557 1 0.24 0.123298\n", " 132 983.422 1 0.000213 0.493193\n", " 133 983.42 1 -0.000164 0.486472\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Norm of gradient less than tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 257158\n", " 1 257152 1.16e-05 -2.52e+05 1.65121\n", " 2 257145 1.29e-05 -2.52e+05 1.65121\n", " 3 257138 1.41e-05 -2.52e+05 1.65121\n", " 4 257131 1.38e-05 -2.52e+05 1.65121\n", " 5 256734 0.000787 -2.53e+05 1.65121\n", " 6 252547 0.00822 -2.58e+05 1.65121\n", " 7 249162 0.0068 -2.5e+05 1.65121\n", " 8 237907 0.0225 -2.56e+05 1.65121\n", " 9 162374 0.127 -4.06e+05 1.65121\n", " 10 83792.4 0.178 -2.82e+05 1.65121\n", " 11 55016.7 0.156 -1.03e+05 1.65121\n", " 12 8030.25 0.436 1.91e+04 1.65121\n", " 13 15620.7 0.769 2.09e+05 1.65121\n", " 14 15419.4 0.841 1.7e+05 3.30241\n", " 15 6312.09 0.142 -5.74e+03 13.2096\n", " 16 3568.01 1 6.91e+03 13.2096\n", " 17 6618.12 1 1.25e+04 13.1292\n", " 18 2531.15 1 1.43e+03 26.2584\n", " 19 1638.62 0.945 -84.1 26.2405\n", " 20 1493.63 1 -33.8 26.2405\n", " 21 1474.13 0.432 -20.5 8.74685\n", " 22 1462.99 1 -1.47 8.74685\n", " 23 1458.85 0.557 -2.39 3.56612\n", " 24 1454.34 1 -1.75 3.56612\n", " 25 1446.05 1 -5.16 1.18871\n", " 26 1419.63 1 3.13 0.396235\n", " 27 3681.89 0.719 1.74e+05 0.132078\n", " 28 1472.02 1 877 0.264157\n", " 29 1408.36 1 -2.67 1.05663\n", " 30 1860.48 1 8.05e+03 0.352209\n", " 31 1405.56 1 1.93 0.704418\n", " 32 1403.47 1 0.858 0.234806\n", " 33 1400.35 0.863 -0.00503 0.215841\n", " 34 1399.96 1 0.485 0.215841\n", " 35 1399.59 1 0.0541 0.216012\n", " 36 1399.52 1 0.0826 0.207418\n", " 37 1399.44 0.585 -0.0121 0.214912\n", " 38 1399.41 1 -0.0121 0.214912\n", " 39 2045.4 0.744 3.06e+04 0.144687\n", " 40 2047.94 0.933 2.38e+04 0.289373\n", " 41 1398.06 1 -0.498 1.15749\n", " 42 1397.52 1 0.543 0.385831\n", " 43 1397.35 1 -0.0299 0.318438\n", " 44 1397.39 1 0.836 0.106146\n", " 45 1397.26 1 -0.0469 0.212292\n", " 46 1435.44 0.949 380 0.070764\n", " 47 1397.31 1 0.835 0.141528\n", " 48 1397.17 1 -0.0461 0.566112\n", " 49 1396.92 1 0.216 0.188704\n", " 50 1396.92 5.27e-05 -1.63 0.11017\n", " 51 1398.4 1 4.39 0.11017\n", " 52 1396.52 1 1.24 0.220341\n", " 53 1395.13 0.442 1.06 0.255689\n", " 54 1408.23 1 17.4 0.255689\n", " 55 1395.22 1 4.33 0.511379\n", " 56 1390.68 1 -0.947 2.04551\n", " 57 1389.09 1 -0.277 1.26059\n", " 58 1387.75 1 -0.446 1.16927\n", " 59 1386.66 1 -0.43 0.828012\n", " 60 1385.6 1 -0.43 0.549634\n", " 61 1384.8 0.758 -0.448 0.415001\n", " 62 1383.98 1 -0.354 0.415001\n", " 63 1382.89 1 -0.471 0.269356\n", " 64 1382.64 0.135 -0.909 0.184346\n", " 65 1380.91 1 -0.784 0.184346\n", " 66 1379.92 0.2 -2.41 0.109535\n", " 67 1373.64 1 -3.05 0.109535\n", " 68 1314.55 0.751 -37.7 0.0365115\n", " 69 993.294 1 -45.4 0.0365115\n", " 70 1072.5 0.478 292 0.0121705\n", " 71 1061.96 0.562 219 0.024341\n", " 72 1035.98 1 81.7 0.0973641\n", " 73 984.194 1 -0.46 0.778913\n", " 74 985.383 1 2.63 0.259638\n", " 75 984.113 1 0.196 0.519275\n", " 76 983.843 1 -0.0414 0.580068\n", " 77 983.688 1 -0.0387 0.193356\n", " 78 983.599 1 -0.0306 0.189781\n", " 79 983.547 1 -0.0196 0.165152\n", " 80 983.51 1 -0.014 0.140307\n", " 81 983.483 1 -0.0105 0.114872\n", " 82 983.463 1 -0.00809 0.0927664\n", " 83 983.45 1 -0.00129 0.0746906\n", " 84 983.449 0.289 0.0121 0.0727849\n", " 85 983.437 1 -0.00324 0.0727849\n", " 86 983.462 0.621 0.0794 0.0562096\n", " 87 983.459 0.987 0.0456 0.112419\n", " 88 983.435 1 -0.000491 0.449677\n", " 89 983.433 1 -0.000566 0.382545\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Norm of gradient less than tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 40607.7\n", " 1 31597.5 0.163 -2.49e+04 0.746474\n", " 2 30787.3 0.014 -2.85e+04 0.746474\n", " 3 26664.6 0.0644 -3.81e+04 0.746474\n", " 4 20602.8 0.094 -4.31e+04 0.746474\n", " 5 12824.8 0.15 -3.51e+04 0.746474\n", " 6 12657.3 0.00746 -1.14e+04 0.746474\n", " 7 10463.2 0.0859 -1.51e+04 0.746474\n", " 8 7397.96 0.157 -8.47e+03 0.746474\n", " 9 4900.45 0.342 1.75e+05 0.746474\n", " 10 5385.5 0.498 9.36e+04 0.746474\n", " 11 6196.36 0.52 9.52e+04 1.49295\n", " 12 45713.8 0.652 8.84e+05 5.97179\n", " 13 2757 0.699 7.02e+03 47.7743\n", " 14 2131.93 1 1.57e+03 47.7743\n", " 15 1764.71 1 84.6 46.6832\n", " 16 1745.69 1 97.6 17.0992\n", " 17 1696.75 1 2.52 17.5463\n", " 18 1596.97 0.551 297 5.84876\n", " 19 1618.23 1 239 5.84876\n", " 20 1550.94 1 30.8 11.6975\n", " 21 1529.57 1 -0.637 10.3881\n", " 22 1527.18 0.574 -1.72 3.46271\n", " 23 1526.71 0.183 -1.26 3.46271\n", " 24 1524.73 1 -0.893 3.46271\n", " 25 1521.99 1 -1.16 1.15424\n", " 26 1519.75 1 -0.749 0.384745\n", " 27 1524.59 1 21.8 0.128248\n", " 28 1499.92 1 -4.59 0.256497\n", " 29 1481.28 0.471 -8.62 0.225714\n", " 30 1470.04 0.819 -0.5 0.225714\n", " 31 1461.05 1 0.545 0.225714\n", " 32 1458.82 0.226 -4 0.0752378\n", " 33 1458.23 0.0716 -3.28 0.0752378\n", " 34 1476.3 1 22.6 0.0752378\n", " 35 1468.27 1 15 0.150476\n", " 36 1457.85 1 3.11 0.601903\n", " 37 1452.86 1 -1.02 0.918451\n", " 38 1451 0.967 -0.568 0.597254\n", " 39 1450.22 1 -0.3 0.597254\n", " 40 1449.48 1 -0.294 0.364922\n", " 41 1448.89 0.842 -0.289 0.279377\n", " 42 1448.34 1 -0.232 0.279377\n", " 43 1447.61 1 -0.303 0.177217\n", " 44 1446.57 1 -0.443 0.127792\n", " 45 1444.44 1 -0.969 0.091434\n", " 46 1441.27 0.337 -4.58 0.0580645\n", " 47 1426.61 0.575 -12.6 0.0580645\n", " 48 1355.92 0.424 -79.3 0.0580645\n", " 49 1056.96 1 -40.2 0.0580645\n", " 50 1055.99 0.0623 -4.53 0.0193548\n", " 51 1071.23 0.507 69.2 0.0193548\n", " 52 1061.93 1 14.6 0.0387097\n", " 53 1049 1 0.109 0.154839\n", " 54 1048.43 1 0.00118 0.0878468\n", " 55 1048.12 1 -0.0551 0.0877926\n", " 56 1048.14 1 0.147 0.0509764\n", " 57 1048.08 1 -0.0113 0.101953\n", " 58 1048.04 1 -0.0105 0.0877835\n", " 59 1048.02 1 -0.00562 0.0731769\n", " 60 1048 1 -0.00619 0.0646967\n", " 61 1047.98 1 -0.00347 0.0508561\n", " 62 1047.96 1 -0.00733 0.0442119\n", " 63 1047.93 1 -0.00867 0.0284828\n", " 64 1047.8 1 -0.0552 0.0228005\n", " 65 1047.3 1 0.27 0.00760016\n", " 66 1046.97 1 0.0494 0.00760016\n", " 67 1047.17 1 0.495 0.00549938\n", " 68 1047.13 1 0.447 0.0109988\n", " 69 1047.07 1 0.355 0.043995\n", " 70 998.59 0.52 -36.8 0.35196\n", " 71 991.933 1 -0.23 0.35196\n", " 72 991.61 0.112 -1.36 0.267846\n", " 73 990.655 1 -0.0341 0.267846\n", " 74 990.624 1 0.00438 0.0901742\n", " 75 990.617 1 -0.0005 0.0663038\n", " 76 990.612 1 -0.00216 0.052925\n", " 77 990.605 1 0.00245 0.0254626\n", " 78 990.59 1 -0.00561 0.025396\n", " 79 990.552 1 -0.00435 0.0119666\n", " 80 990.546 0.0181 -0.166 0.0106794\n", " 81 990.187 1 -0.175 0.0106794\n", " 82 985.375 0.242 -9.54 0.00355978\n", " 83 985.368 0.017 -0.188 0.00355978\n", " 84 985.194 1 -0.0188 0.00355978\n", " 85 985.185 0.265 -0.0125 0.00118659\n", " 86 985.165 1 -0.00254 0.00118659\n", " 87 985.161 1 -0.00124 0.000395532\n", " 88 985.16 1 -0.000586 0.000287056\n", " 89 985.159 1 -0.000451 0.000178685\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Norm of gradient less than tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 1.42824e+06\n", " 1 1.42648e+06 0.000623 -1.41e+06 5.883\n", " 2 1.4233e+06 0.00113 -1.4e+06 5.883\n", " 3 1.41846e+06 0.00173 -1.4e+06 5.883\n", " 4 1.41572e+06 0.00098 -1.4e+06 5.883\n", " 5 1.34996e+06 0.0244 -1.3e+06 5.883\n", " 6 1.28233e+06 0.026 -1.27e+06 5.883\n", " 7 1.27822e+06 0.00163 -1.27e+06 5.883\n", " 8 1.17526e+06 0.0416 -1.21e+06 5.883\n", " 9 1.16242e+06 0.00557 -1.14e+06 5.883\n", " 10 1.11072e+06 0.0232 -1.08e+06 5.883\n", " 11 1.05287e+06 0.0273 -1.02e+06 5.883\n", " 12 852098 0.113 -7.12e+05 5.883\n", " 13 650409 0.114 -9.09e+05 5.883\n", " 14 614028 0.0283 -6.48e+05 5.883\n", " 15 583896 0.0248 -6.1e+05 5.883\n", " 16 288843 0.258 -5.41e+05 5.883\n", " 17 10399.8 0.66 -6.65e+04 5.883\n", " 18 8228.83 0.154 -6.02e+03 5.883\n", " 19 2393.84 1 -886 5.883\n", " 20 1960.24 1 -58.5 1.961\n", " 21 1922.24 1 -7.23 0.653667\n", " 22 1901.4 0.175 33.1 0.217889\n", " 23 1889.32 0.732 -4.63 0.217889\n", " 24 1886.37 1 -0.756 0.217889\n", " 25 1884.41 1 -0.617 0.0726296\n", " 26 1886.9 1 8.19 0.0544104\n", " 27 1881.99 1 0.146 0.108821\n", " 28 1879.8 0.117 -6.86 0.108701\n", " 29 1878.91 0.0232 -17.7 0.108701\n", " 30 1896.01 1 26.1 0.108701\n", " 31 1872.98 1 4.47 0.217402\n", " 32 1826.3 0.386 -54.1 0.241835\n", " 33 1560.34 1 -76.7 0.241835\n", " 34 1494.9 1 0.484 0.0806116\n", " 35 1487.46 1 -0.34 0.0802016\n", " 36 1425.17 0.182 -148 0.0267339\n", " 37 1414.52 1 -1.48 0.0267339\n", " 38 1411.38 1 -1.33 0.00891128\n", " 39 1408.04 1 -2.03 0.00297043\n", " 40 1398.63 1 -6.56 0.000990143\n", " 41 1395.34 0.143 -12.4 0.000330048\n", " 42 1395.34 1.04e-05 -11.3 0.000330048\n", " 43 1394.14 0.0518 -11.7 0.000330048\n", " 44 1373.5 1 0.951 0.000330048\n", " 45 1368.05 0.52 -3.66 0.000110016\n", " 46 1365.45 1 -0.442 0.000110016\n", " 47 1361.59 0.052 63.9 3.6672e-05\n", " 48 1360.78 0.00155 -259 3.6672e-05\n", " 49 1359.77 0.00226 -193 3.6672e-05\n", " 50 4297.15 1 3.25e+03 3.6672e-05\n", " 51 4294.01 1 3.25e+03 7.33439e-05\n", " 52 4284 1 3.24e+03 0.000293376\n", " 53 4203.51 1 3.15e+03 0.00234701\n", " 54 3660.73 1 2.56e+03 0.018776\n", " 55 2008.87 1 757 0.150208\n", " 56 1351.8 1 11.6 1.20167\n", " 57 1329.49 1 -4 1.59918\n", " 58 1320.71 1 -1.88 1.59898\n", " 59 1318.69 1 -0.58 1.52761\n", " 60 1317.88 1 -0.282 1.44126\n", " 61 1317.41 1 -0.174 1.31419\n", " 62 1317.09 1 -0.122 1.13586\n", " 63 1316.86 1 -0.091 0.94366\n", " 64 1316.68 1 -0.0702 0.767422\n", " 65 1316.56 1 -0.0505 0.617749\n", " 66 1316.48 1 -0.0328 0.465069\n", " 67 1316.42 1 -0.0284 0.292443\n", " 68 1316.36 1 -0.0243 0.185016\n", " 69 1316.31 1 -0.0209 0.116972\n", " 70 1316.27 1 -0.0179 0.0739607\n", " 71 1316.23 1 -0.0154 0.0467553\n", " 72 1315.46 1 -0.387 0.0295382\n", " 73 1121.35 0.631 -56.6 0.00984606\n", " 74 1030.73 1 -5.37 0.00984606\n", " 75 1016.5 1 -1.15 0.00412088\n", " 76 1015.79 0.089 -3.77 0.00137363\n", " 77 1013.29 0.597 -1.1 0.00137363\n", " 78 1013.08 0.234 -0.403 0.00137363\n", " 79 1013 1 0.0014 0.00137363\n", " 80 1012.87 1 -0.0692 0.000457876\n", " 81 1182.06 0.0547 8.13e+05 0.000152625\n", " 82 1182.24 0.103 4.31e+05 0.00030525\n", " 83 1183.27 0.394 1.14e+05 0.001221\n", " 84 1012.75 1 -0.0381 0.00976801\n", " 85 1184.13 0.328 9.27e+04 0.003256\n", " 86 1184.5 0.645 4.72e+04 0.00651201\n", " 87 1012.7 1 -0.0259 0.026048\n", " 88 1183.57 0.249 7.44e+04 0.00868268\n", " 89 1183.53 0.482 3.84e+04 0.0173654\n", " 90 1012.62 1 -0.0741 0.0694614\n", " 91 1180.03 0.338 2.55e+04 0.0231538\n", " 92 1179.74 0.642 1.34e+04 0.0463076\n", " 93 1012.51 1 -0.0772 0.18523\n", " 94 1174.8 0.57 8.97e+03 0.0617435\n", " 95 1022.83 1 118 0.123487\n", " 96 1012.43 1 -0.0495 0.493948\n", " 97 1016.47 1 31.7 0.164649\n", " 98 1012.24 1 -0.0968 0.329299\n", " 99 1160.39 0.624 3.41e+03 0.109766\n", " 100 1033.53 1 162 0.219532\n", " 101 1012.05 1 -0.0953 0.87813\n", " 102 1016.49 1 21.9 0.29271\n", " 103 1011.82 1 0.0375 0.58542\n", " 104 1061.01 1 275 0.19514\n", " 105 1012.69 1 3.65 0.39028\n", " 106 1011.58 1 -0.0863 1.56112\n", " 107 1011.56 1 0.543 0.520373\n", " 108 1011.23 1 -0.045 0.869408\n", " 109 1011.17 1 -0.0245 0.289803\n", " 110 1011.11 1 -0.026 0.0966009\n", " 111 1011.05 1 -0.0276 0.0322003\n", " 112 1010.92 1 -0.0657 0.0107334\n", " 113 1008.56 1 -1.16 0.00357781\n", " 114 1006.53 0.018 -56.1 0.0011926\n", " 115 1006.29 0.00258 -45.6 0.0011926\n", " 116 1006.15 0.00163 -45.3 0.0011926\n", " 117 998.32 0.0897 -41.8 0.0011926\n", " 118 998.28 0.0212 -0.951 0.0011926\n", " 119 998.224 0.0317 -0.859 0.0011926\n", " 120 997.259 1 -0.174 0.0011926\n", " 121 997.158 1 -0.0221 0.000397534\n", " 122 997.134 1 -0.029 0.000132511\n", " 123 997.604 0.00933 -2.58e+03 4.41705e-05\n", " 124 997.604 0.0143 -1.69e+03 8.8341e-05\n", " 125 997.601 0.0458 -526 0.000353364\n", " 126 997.579 0.342 -70.4 0.00282691\n", " 127 997.122 1 -0.00788 0.0226153\n", " 128 997.457 0.591 -25.2 0.00753843\n", " 129 997.051 1 -0.0349 0.0150769\n", " 130 997.047 0.111 -14.5 0.00502562\n", " 131 996.873 0.256 -0.287 0.00502562\n", " 132 996.662 1 0.0014 0.00502562\n", " 133 996.697 1 0.0684 0.00167521\n", " 134 996.691 1 0.0604 0.00335041\n", " 135 996.668 1 0.0312 0.0134017\n", " 136 996.649 1 -0.00132 0.107213\n", " 137 996.645 1 -0.00214 0.0966903\n", " 138 996.628 1 -0.00848 0.0322301\n", " 139 996.684 1 0.193 0.0107434\n", " 140 996.589 1 -0.0171 0.0214867\n", " 141 996.945 0.394 2.17 0.00716224\n", " 142 996.966 1 0.929 0.0143245\n", " 143 996.56 1 -0.0102 0.0572979\n", " 144 997.213 0.671 2.45 0.0190993\n", " 145 996.658 1 0.27 0.0381986\n", " 146 996.548 1 -0.00475 0.152795\n", " 147 996.562 1 0.0617 0.0509315\n", " 148 996.536 1 -0.00335 0.101863\n", " 149 996.526 1 -0.00216 0.0756461\n", " 150 996.517 1 -0.00222 0.066266\n", " 151 996.511 1 0.000321 0.0545718\n", " 152 996.505 1 -0.00166 0.0539046\n", " 153 996.503 1 0.00283 0.0394017\n", " 154 996.498 1 -0.00134 0.04115\n", " 155 996.5 1 0.00799 0.0242306\n", " 156 996.496 1 -0.00057 0.0484613\n", " 157 996.495 1 0.000135 0.0362191\n", " 158 996.493 1 -0.000427 0.0359727\n", " 159 996.492 1 0.000132 0.0282489\n", " 160 996.491 1 -0.000287 0.0281302\n", " 161 996.49 1 4.92e-05 0.0230513\n", " 162 996.49 1 -0.000189 0.0228307\n", " 163 996.489 1 -8.49e-06 0.0193221\n", " 164 996.489 1 -0.000127 0.0188932\n", " 165 996.488 1 -3.22e-05 0.0163381\n", " 166 996.488 1 -8.84e-05 0.0157102\n", " 167 996.487 1 -3.84e-05 0.0137884\n", " 168 996.487 1 -6.43e-05 0.0130397\n", " 169 996.487 1 -3.75e-05 0.0115597\n", " 170 996.487 1 -4.87e-05 0.0107744\n", " 171 996.486 1 -3.41e-05 0.0096085\n", " 172 996.486 1 -3.85e-05 0.0088453\n", " 173 996.486 1 -3.02e-05 0.00790023\n", " 174 996.486 1 -3.16e-05 0.00719048\n", " 175 996.486 1 -2.68e-05 0.00640127\n", " 176 996.486 1 -2.7e-05 0.00575276\n", " 177 996.485 1 -2.43e-05 0.00507306\n", " 178 996.485 1 -2.4e-05 0.00447568\n", " 179 996.485 1 -2.23e-05 0.00387263\n", " 180 996.485 1 -2.21e-05 0.00332618\n", " 181 996.485 1 -2.12e-05 0.00277624\n", " 182 996.485 1 -2.18e-05 0.00227113\n", " 183 996.485 1 -2.05e-05 0.00176234\n", " 184 996.485 1 -2.14e-05 0.0013382\n", " 185 996.485 1 -1.99e-05 0.000970175\n", " 186 996.485 1 -1.87e-05 0.000726097\n", " 187 996.485 0.127 -3.44e-05 0.00052835\n", " 188 996.485 1 -6.89e-06 0.00052835\n", " 189 996.485 1 -1.75e-05 0.000176117\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Norm of gradient less than tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 3.05262e+06\n", " 1 3.05253e+06 1.44e-05 -3.03e+06 5.78903\n", " 2 3.05223e+06 5.05e-05 -3.03e+06 5.78903\n", " 3 3.05204e+06 3.14e-05 -3.03e+06 5.78903\n", " 4 3.05195e+06 1.42e-05 -3.03e+06 5.78903\n", " 5 3.05089e+06 0.000175 -3.03e+06 5.78903\n", " 6 3.04823e+06 0.00044 -3.02e+06 5.78903\n", " 7 2.98064e+06 0.0112 -2.99e+06 5.78903\n", " 8 2.96932e+06 0.00192 -2.95e+06 5.78903\n", " 9 2.09822e+06 0.182 -1.61e+06 5.78903\n", " 10 2.01727e+06 0.0204 -1.88e+06 5.78903\n", " 11 1.76874e+06 0.083 -7.12e+05 5.78903\n", " 12 1.75636e+06 0.00355 -1.74e+06 5.78903\n", " 13 1.58454e+06 0.0488 -1.79e+06 5.78903\n", " 14 1.44214e+06 0.0443 -1.65e+06 5.78903\n", " 15 1.06234e+06 0.121 -1.72e+06 5.78903\n", " 16 165661 0.36 -1.16e+06 5.78903\n", " 17 8643.62 0.696 3.47e+04 5.78903\n", " 18 11550.5 0.424 3.83e+05 5.78903\n", " 19 10016 0.681 1.22e+05 11.5781\n", " 20 8521.24 0.96 4.28e+04 46.3122\n", " 21 4309.1 1 753 46.3122\n", " 22 3999.27 1 294 15.4374\n", " 23 3862.37 0.891 -28.5 10.2496\n", " 24 3828.71 1 -6.23 10.2496\n", " 25 3816.17 1 -4.67 3.41654\n", " 26 3813.77 0.383 -2.88 2.66422\n", " 27 3810.12 1 -1.6 2.66422\n", " 28 3807.33 0.723 -2.06 1.34706\n", " 29 3804.38 1 -1.81 1.34706\n", " 30 4013.28 1 944 0.44902\n", " 31 3593.13 1 542 0.89804\n", " 32 4128.57 0.721 3.01e+04 1.05108\n", " 33 4727.03 0.862 3.36e+04 2.10215\n", " 34 3185.14 1 1.49e+03 8.40861\n", " 35 3253.75 0.923 1.86e+03 8.40562\n", " 36 2564.81 1 19.1 16.8112\n", " 37 2496.43 0.725 -26.5 10.8711\n", " 38 2472.27 0.993 -5.86 10.8711\n", " 39 2464.64 1 -2.04 10.8711\n", " 40 2458.61 1 -1.34 9.85921\n", " 41 2453.7 1 -1.39 9.46933\n", " 42 2450.18 1 -1.15 8.6489\n", " 43 2447.65 1 -0.894 7.43392\n", " 44 2445.73 1 -0.704 6.15201\n", " 45 2444.25 1 -0.55 4.98375\n", " 46 2443.13 1 -0.423 4.00782\n", " 47 2442.27 1 -0.323 3.21962\n", " 48 2441.62 1 -0.251 2.57508\n", " 49 2441.42 0.343 -0.273 2.03061\n", " 50 2441.03 1 -0.148 2.03061\n", " 51 2440.73 1 -0.122 1.62062\n", " 52 2440.47 1 -0.106 1.23975\n", " 53 2440.24 1 -0.0954 0.920359\n", " 54 2439.41 1 -0.292 0.668415\n", " 55 2439.17 0.0072 -16.4 0.595613\n", " 56 2439.17 2.75e-05 -7.27 0.595613\n", " 57 2436.32 0.417 0.752 0.595613\n", " 58 2431.29 1 -0.678 0.595613\n", " 59 2430.28 1 -0.161 0.351619\n", " 60 2430.05 1 0.16 0.304991\n", " 61 2429.72 1 0.0176 0.305692\n", " 62 2429.66 1 0.317 0.240865\n", " 63 2431.68 1 6.22 0.287624\n", " 64 2429.49 1 0.136 0.575248\n", " 65 2429.34 1 0.172 0.575267\n", " 66 2429.41 0.703 0.716 0.575263\n", " 67 2429.12 1 -0.00833 1.15053\n", " 68 2429.04 0.338 -0.0862 0.971728\n", " 69 2428.98 1 -0.00244 0.971728\n", " 70 2428.96 1 -0.00708 0.323909\n", " 71 2445.04 1 66.4 0.10797\n", " 72 2428.55 1 0.1 0.21594\n", " 73 2435.56 1 17.6 0.203479\n", " 74 2428.29 1 0.385 0.406958\n", " 75 2427.41 1 -0.166 0.418052\n", " 76 2426.25 1 -0.402 0.361385\n", " 77 2423.91 1 -0.955 0.313269\n", " 78 2424.6 0.682 3.92 0.220507\n", " 79 2423.87 1 1.29 0.441013\n", " 80 2422.77 1 -0.158 0.803428\n", " 81 2422.6 0.172 -0.507 0.267809\n", " 82 2422.42 1 -0.0601 0.267809\n", " 83 2422.26 1 -0.068 0.17602\n", " 84 2422.07 1 0.212 0.0586734\n", " 85 4053.96 0.75 7.55e+04 0.0586574\n", " 86 2423.87 1 7.83 0.117315\n", " 87 2421.8 1 -0.0538 0.469259\n", " 88 2421.67 0.452 -0.00066 0.15642\n", " 89 2449.91 1 132 0.15642\n", " 90 2421.69 1 0.635 0.312839\n", " 91 2421.54 1 -0.0463 1.25136\n", " 92 2421.42 1 0.223 0.417119\n", " 93 2421.4 1 0.755 0.417878\n", " 94 2420.68 1 -0.14 0.752417\n", " 95 2420.51 1 0.314 0.281726\n", " 96 2419.71 1 -0.261 0.315652\n", " 97 2418.89 0.796 -0.45 0.154261\n", " 98 2417.47 1 -0.658 0.154261\n", " 99 2410.29 1 -3.5 0.0514204\n", " 100 2407.25 0.0207 -73.5 0.0188943\n", " 101 2399.48 0.0375 -104 0.0188943\n", " 102 2123.15 1 -94.2 0.0188943\n", " 103 2847.42 0.248 1.34e+04 0.0062981\n", " 104 2811.21 0.497 5.52e+03 0.0125962\n", " 105 2025.79 1 2.95 0.0503848\n", " 106 2020.69 1 -0.715 0.0273254\n", " 107 2018.59 1 -0.218 0.0273023\n", " 108 2018.36 1 -0.0828 0.00910078\n", " 109 2018.3 0.0396 -0.741 0.00826708\n", " 110 2016.88 1 -0.374 0.00826708\n", " 111 2016.06 1 0.00898 0.00576805\n", " 112 2015.87 1 0.0652 0.00192268\n", " 113 2015.05 0.575 -0.654 0.00182588\n", " 114 2983.7 0.032 5.64e+07 0.00182588\n", " 115 2146.3 0.617 829 0.00365176\n", " 116 2141.64 0.778 644 0.014607\n", " 117 2008.59 1 -2.72 0.116856\n", " 118 1981.86 0.236 45 0.0389521\n", " 119 1961.75 0.159 -59.5 0.0389521\n", " 120 1858.37 1 -67.7 0.0389521\n", " 121 1769.67 0.758 2.83e+03 0.012984\n", " 122 1706.24 0.127 8.18 0.012984\n", " 123 1954.78 0.637 2.08e+06 0.012984\n", " 124 1311.48 1 33.2 0.0259681\n", " 125 1722.33 0.0315 1.5e+07 0.00865603\n", " 126 1722.52 0.0521 9.07e+06 0.0173121\n", " 127 1721.71 0.17 2.77e+06 0.0692482\n", " 128 1274.73 1 -21.8 0.553986\n", " 129 1684.75 0.142 6.52e+05 0.264863\n", " 130 1688.4 0.264 3.5e+05 0.529726\n", " 131 1718.17 0.989 9.44e+04 2.1189\n", " 132 1268.58 1 -0.839 16.9512\n", " 133 1261.13 1 -5.86 5.65041\n", " 134 1697.97 0.527 8.75e+04 1.88347\n", " 135 1301.93 1 3.35e+03 3.76694\n", " 136 1255.88 1 -3.34 15.0678\n", " 137 1213.82 1 92.3 5.02259\n", " 138 1207.25 0.0436 -71.4 1.6742\n", " 139 1203.89 0.0237 -68.8 1.6742\n", " 140 1523.7 0.398 5.73e+03 1.6742\n", " 141 1497.12 0.622 3.57e+03 3.34839\n", " 142 1154.59 1 -8 13.3936\n", " 143 1390.52 1 1e+03 4.46452\n", " 144 1149.31 1 10.1 8.92904\n", " 145 1142.09 1 0.293 8.93622\n", " 146 1139.1 1 -0.0136 8.30916\n", " 147 1137.98 1 0.223 7.8632\n", " 148 1137.12 1 -0.18 7.84996\n", " 149 1136.89 1 -0.0533 4.85998\n", " 150 1128.62 1 -0.474 4.24007\n", " 151 1127.58 1 -0.0182 1.41336\n", " 152 1127 1 -0.143 1.40978\n", " 153 1126.48 1 -0.198 1.14144\n", " 154 1126.14 1 -0.124 0.576061\n", " 155 1125.96 1 -0.0667 0.443182\n", " 156 1125.83 1 -0.0453 0.337736\n", " 157 1125.83 0.0365 -0.0585 0.229596\n", " 158 1125.75 1 -0.02 0.229596\n", " 159 1126.54 1 1.79 0.192239\n", " 160 1121.32 0.596 -0.0971 0.384479\n", " 161 1136.21 1 37.7 0.384479\n", " 162 1120.48 1 0.995 0.768957\n", " 163 1119.98 1 0.12 0.768957\n", " 164 1119.74 1 0.0137 0.755015\n", " 165 1119.66 1 0.0253 0.713699\n", " 166 1119.59 1 -0.00143 0.712189\n", " 167 1119.39 1 -0.0822 0.667244\n", " 168 1119.34 0.108 -0.224 0.292407\n", " 169 1119.09 1 0.125 0.292407\n", " 170 1118.4 1 -0.266 0.292164\n", " 171 1118.06 0.153 -1.07 0.0973881\n", " 172 1116.87 1 0.532 0.0973881\n", " 173 1116.69 0.088 -0.982 0.0936213\n", " 174 1115.93 1 -0.107 0.0936213\n", " 175 1141.58 0.348 7.67e+03 0.0312071\n", " 176 1141.56 0.359 7.45e+03 0.0624142\n", " 177 1141.56 0.421 6.35e+03 0.249657\n", " 178 1141.56 0.979 2.72e+03 1.99726\n", " 179 1115.66 1 -0.214 15.978\n", " 180 1140.3 0.415 4.95e+03 5.32601\n", " 181 1140.29 0.677 3.04e+03 10.652\n", " 182 1113.23 1 -2.89 42.6081\n", " 183 1135.48 0.173 5.39e+03 14.2027\n", " 184 1135.47 0.21 4.44e+03 28.4054\n", " 185 1135.29 0.36 2.58e+03 113.622\n", " 186 1101.42 1 134 908.973\n", " 187 1086.73 1 -0.366 302.991\n", " 188 1086.55 1 -0.0551 100.997\n", " 189 1086.42 1 -0.052 33.6657\n", " 190 1086.29 1 -0.0481 11.2219\n", " 191 1086.19 1 -0.0396 3.74063\n", " 192 1086.13 1 -0.0203 1.24688\n", " 193 1086.09 1 -0.0114 0.415626\n", " 194 1086.09 0.0477 -0.0109 0.138542\n", " 195 1086.08 1 -0.00221 0.138542\n", " 196 1086.11 1 0.0608 0.0461806\n", " 197 1086.07 1 0.000299 0.0923612\n", " 198 1086.07 1 -0.0016 0.0883964\n", " 199 1086.06 1 0.000638 0.0513803\n", " 200 1086.06 1 -0.00115 0.0513425\n", " 201 1086.06 0.672 -0.000787 0.0278299\n", " 202 1086.06 1 -0.000138 0.0278299\n", " 203 1086.06 1 -0.000372 0.00927663\n", " 204 1086.05 1 -0.00118 0.00309221\n", " 205 1086.04 1 -0.00568 0.00103074\n", " 206 1086.04 0.0607 -0.0208 0.000343579\n", " 207 2020.92 0.441 1.29e+06 0.000343579\n", " 208 2020.76 0.735 7.72e+05 0.000687158\n", " 209 1086.04 1 -0.0037 0.00274863\n", " 210 2017.08 0.691 4.97e+05 0.000916211\n", " 211 1086.2 1 1.53 0.00183242\n", " 212 1086.03 1 -0.00197 0.00732969\n", " 213 1086.1 1 0.474 0.00244323\n", " 214 1086.03 1 -0.00122 0.00488646\n", " 215 1092.3 1 97.9 0.00162882\n", " 216 1086.08 1 0.254 0.00325764\n", " 217 1086.02 1 -0.00242 0.0130306\n", " 218 1086.03 1 0.0656 0.00434352\n", " 219 1086.02 1 0.00118 0.00868704\n", " 220 1086.01 1 0.00228 0.00534099\n", " 221 1086 1 -0.00454 0.00455467\n", " 222 1085.99 0.29 -0.014 0.00151822\n", " 223 1085.94 1 -0.0334 0.00151822\n", " 224 1085.46 0.33 -3.37 0.000506075\n", " 225 9342.25 0.0153 1.17e+08 0.000506075\n", " 226 9341.51 0.0185 9.68e+07 0.00101215\n", " 227 9337.38 0.0385 4.65e+07 0.0040486\n", " 228 1085.46 2.26e-05 -1.7 0.0323888\n", " 229 9316.52 0.214 8.36e+06 0.0323888\n", " 230 9301.05 0.408 4.39e+06 0.0647776\n", " 231 1084.43 1 -0.862 0.25911\n", " 232 8947.76 0.291 2.14e+06 0.0863701\n", " 233 8916.77 0.499 1.25e+06 0.17274\n", " 234 1082.86 1 -0.0818 0.690961\n", " 235 1082.73 0.291 12.8 0.23032\n", " 236 1115.84 0.771 171 0.23032\n", " 237 1112.15 1 126 0.460641\n", " 238 1078.78 1 -0.741 1.84256\n", " 239 1077.91 1 0.273 0.614188\n", " 240 1077.83 0.0593 -0.668 0.576498\n", " 241 1077.44 1 -0.0339 0.576498\n", " 242 1077.33 1 -0.0121 0.192166\n", " 243 1077.27 1 -0.0108 0.190714\n", " 244 1077.25 1 -0.00704 0.178897\n", " 245 1077.23 1 -0.00556 0.162339\n", " 246 1077.22 1 -0.00454 0.139351\n", " 247 1077.21 1 -0.00385 0.113995\n", " 248 1077.2 1 -0.00319 0.0903495\n", " 249 1077.19 1 -0.00207 0.0700888\n", " 250 1077.19 1 -0.00184 0.044981\n", " 251 1077.19 1 -0.0017 0.0280469\n", " 252 1077.18 1 -0.00163 0.0171494\n", " 253 1077.18 1 -0.00167 0.0101907\n", " 254 1077.17 1 -0.00206 0.00562216\n", " 255 1077.16 1 -0.00438 0.00253729\n", " 256 1077.11 1 -0.058 0.000845765\n", " 257 5661.59 0.043 1.08e+09 0.000281922\n", " 258 5661.59 0.0985 4.71e+08 0.000563843\n", " 259 5661.58 0.324 1.43e+08 0.00225537\n", " 260 1077.06 1 -0.0443 0.018043\n", " 261 5661.31 0.205 1.39e+08 0.00601433\n", " 262 5661.31 0.4 7.1e+07 0.0120287\n", " 263 1076.82 1 -0.312 0.0481146\n", " 264 5660.4 0.176 6.05e+07 0.0160382\n", " 265 5660.34 0.348 3.06e+07 0.0320764\n", " 266 1075.85 1 -1.76 0.128306\n", " 267 5656.68 0.142 2.05e+07 0.0427686\n", " 268 5656.48 0.269 1.08e+07 0.0855371\n", " 269 1060.75 1 151 0.342148\n", " 270 5592.05 0.468 1.86e+05 0.114049\n", " 271 5586.17 0.491 1.76e+05 0.228099\n", " 272 5560.74 0.62 1.35e+05 0.912396\n", " 273 1028.62 1 12.4 7.29917\n", " 274 1036.87 1 137 2.43306\n", " 275 1002.53 1 19.4 4.86611\n", " 276 981.023 1 -2.25 4.67643\n", " 277 976.183 1 -1.06 1.66751\n", " 278 974.258 1 -0.346 0.933112\n", " 279 973.999 1 -0.0354 0.311037\n", " 280 973.985 1 -0.000523 0.103679\n", " 281 973.984 1 0.000178 0.0345597\n", " 282 973.984 1 4.18e-05 0.0292643\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Norm of gradient less than tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 257596\n", " 1 257580 3.13e-05 -2.51e+05 1.06558\n", " 2 257574 1.11e-05 -2.51e+05 1.06558\n", " 3 257567 1.55e-05 -2.51e+05 1.06558\n", " 4 257561 1.04e-05 -2.51e+05 1.06558\n", " 5 257556 1.05e-05 -2.51e+05 1.06558\n", " 6 257197 0.000714 -2.52e+05 1.06558\n", " 7 255486 0.00338 -2.55e+05 1.06558\n", " 8 188181 0.108 -3.78e+05 1.06558\n", " 9 188134 0.000128 -1.83e+05 1.06558\n", " 10 87099.3 0.173 -4.17e+05 1.06558\n", " 11 38081.8 0.157 -3.7e+05 1.06558\n", " 12 38075.8 8.34e-05 -3.61e+04 1.06558\n", " 13 30144.1 0.099 -4.41e+04 1.06558\n", " 14 28792.9 0.0236 -2.91e+04 1.06558\n", " 15 20218.9 0.15 -2.9e+04 1.06558\n", " 16 5276.13 0.369 -1.99e+04 1.06558\n", " 17 2454.78 0.426 -3.03e+03 1.06558\n", " 18 1608.81 0.631 496 1.06558\n", " 19 1609.6 0.83 934 1.06558\n", " 20 1488.65 0.464 -73.8 2.13116\n", " 21 1430.71 1 8.97 2.13116\n", " 22 1424.63 1 0.891 0.710386\n", " 23 1422.82 1 -0.239 0.542502\n", " 24 1404.35 1 -1.61 0.180834\n", " 25 1391.55 1 -0.871 0.178884\n", " 26 1391.04 0.0651 -3.83 0.0679759\n", " 27 1386.05 1 -1.37 0.0679759\n", " 28 1381.97 0.227 -5.88 0.0226586\n", " 29 1381.88 0.0292 -1.52 0.0226586\n", " 30 1380.96 1 -0.0457 0.0226586\n", " 31 1414.47 1 149 0.00755287\n", " 32 1399.85 1 33.3 0.0151057\n", " 33 1397.21 1 28.8 0.060423\n", " 34 1389.12 1 15.5 0.483384\n", " 35 1380.64 1 0.569 3.86707\n", " 36 1379.92 1 -0.169 3.97575\n", " 37 1379.72 1 0.0149 1.32525\n", " 38 1379.56 1 -0.0452 1.27681\n", " 39 1379.49 1 -0.0095 0.425603\n", " 40 1379.45 1 -0.016 0.335773\n", " 41 1379.39 1 -0.0323 0.111924\n", " 42 1693.89 0.635 3.12e+04 0.0373082\n", " 43 1379.54 1 2.24 0.0746163\n", " 44 1379.34 1 -0.0234 0.298465\n", " 45 1379.43 1 1.6 0.0994884\n", " 46 1379.25 1 -0.0596 0.198977\n", " 47 1706.81 0.583 1.83e+04 0.0663256\n", " 48 1383.99 1 37.4 0.132651\n", " 49 1379.17 1 -0.0424 0.530605\n", " 50 1382 1 17.9 0.176868\n", " 51 1379.02 1 -0.062 0.353737\n", " 52 1728.31 0.574 9.86e+03 0.117912\n", " 53 1402.38 1 160 0.235824\n", " 54 1378.87 1 -0.0712 0.943298\n", " 55 1387.65 1 42.7 0.314433\n", " 56 1378.7 1 0.0869 0.628865\n", " 57 1381.27 1 9.16 0.515542\n", " 58 1378.45 1 -0.03 1.03108\n", " 59 1379.6 1 3.85 0.725286\n", " 60 1378.23 1 -0.0399 1.45057\n", " 61 1378.49 1 1.15 1.02202\n", " 62 1378.05 1 -0.0555 2.04404\n", " 63 1378.56 1 1.66 1.05737\n", " 64 1377.92 1 -0.0245 2.11473\n", " 65 1377.85 1 0.156 1.65774\n", " 66 1377.69 1 0.0809 1.72763\n", " 67 1377.55 1 0.0885 1.72705\n", " 68 1377.41 1 0.057 1.72705\n", " 69 1377.28 1 0.0308 1.72567\n", " 70 1377.17 1 0.0133 1.7156\n", " 71 1377.08 1 0.0036 1.68808\n", " 72 1377 1 -0.00172 1.64007\n", " 73 1376.93 1 -0.00449 1.57095\n", " 74 1376.86 1 -0.00599 1.48455\n", " 75 1376.81 1 -0.00677 1.38574\n", " 76 1376.75 1 -0.00725 1.28041\n", " 77 1376.7 1 -0.00758 1.17274\n", " 78 1376.65 1 -0.00791 1.06597\n", " 79 1376.6 1 -0.0083 0.961484\n", " 80 1376.55 1 -0.00885 0.860008\n", " 81 1376.5 1 -0.00961 0.761273\n", " 82 1376.45 1 -0.0107 0.665137\n", " 83 1376.39 1 -0.0119 0.571472\n", " 84 1376.33 0.8 -0.0229 0.481644\n", " 85 1376.26 1 -0.0274 0.481644\n", " 86 1376.15 1 -0.00873 0.160548\n", " 87 1376.08 1 -0.0142 0.106006\n", " 88 1376.05 1 -0.00869 0.0908668\n", " 89 1376.04 1 -0.00566 0.0762425\n", " 90 1376.03 1 -0.00402 0.0647804\n", " 91 1376.02 1 -0.00279 0.0492763\n", " 92 1376.01 1 -0.00301 0.0276198\n", " 93 1376.01 1 -0.00317 0.015827\n", " 94 1376 1 -0.00324 0.00913264\n", " 95 1375.99 1 -0.00313 0.00540597\n", " 96 1375.99 1 -0.00272 0.00337874\n", " 97 1375.98 1 -0.00202 0.00220523\n", " 98 1375.98 1 -0.000151 0.00172309\n", " 99 1375.98 1 0.00507 0.00170864\n", " 100 1375.98 1 0.00545 0.00341728\n", " 101 1375.98 1 0.00509 0.0136691\n", " 102 1375.98 1 0.0017 0.109353\n", " 103 1375.98 1 0.000825 0.153797\n", " 104 1375.98 1 0.000299 0.169584\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Parameters converged to within tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 115806\n", " 1 115802 1.54e-05 -1.14e+05 0.46022\n", " 2 109634 0.0259 -1.24e+05 0.46022\n", " 3 97316.9 0.0541 -1.2e+05 0.46022\n", " 4 95492.2 0.0095 -9.65e+04 0.46022\n", " 5 61689.2 0.159 -1.16e+05 0.46022\n", " 6 57040.8 0.0449 5.02e+06 0.46022\n", " 7 27280.3 0.249 -5.25e+04 0.46022\n", " 8 15298.8 0.242 -2.33e+04 0.46022\n", " 9 8159.38 0.328 -8.56e+03 0.46022\n", " 10 5495.12 0.256 -4.07e+03 0.46022\n", " 11 2061.26 0.517 3.33e+03 0.46022\n", " 12 1659.44 1 140 0.46022\n", " 13 1653.39 0.0205 -142 0.320901\n", " 14 1562.61 1 18.4 0.320901\n", " 15 1524.66 0.939 -5.83 0.314841\n", " 16 1521.28 1 -0.705 0.314841\n", " 17 1517.33 1 -0.798 0.182209\n", " 18 1513.87 1 -1.6 0.0949395\n", " 19 1493.84 0.523 -18.9 0.0316465\n", " 20 1491.52 0.00632 -183 0.0316465\n", " 21 1483.84 0.0198 -194 0.0316465\n", " 22 1439.79 0.0993 -215 0.0316465\n", " 23 1215.59 0.507 -156 0.0316465\n", " 24 1119.53 1 -0.467 0.0316465\n", " 25 1119.19 1 -0.0428 0.0105488\n", " 26 1119.18 1 -0.0011 0.0105439\n", " 27 1119.17 1 -0.00186 0.00351463\n", " 28 1119.17 1 -0.00203 0.00171778\n", " 29 1115.4 0.133 -12.3 0.00115125\n", " 30 1114.85 0.0216 -12.3 0.00115125\n", " 31 1106.23 0.641 -2.5 0.00115125\n", " 32 1102.85 1 -0.524 0.00115125\n", " 33 1102.35 1 -0.0723 0.000649601\n", " 34 1102.32 1 -0.00387 0.000216534\n", " 35 1102.32 1 -0.00146 7.21779e-05\n", " 36 1102.31 1 -0.000584 6.24657e-05\n", " 37 1102.31 1 -0.00051 3.64155e-05\n", " 38 1102.31 1 -0.000405 2.39569e-05\n", " 39 1102.31 0.00146 -1.76 1.52116e-05\n", " 40 1101.54 1 2.58 1.52116e-05\n", " 41 1100.24 1 -0.169 1.52434e-05\n", " 42 1100.23 0.0156 -0.104 5.08113e-06\n", " 43 1100.12 1 -0.0201 5.08113e-06\n", " 44 1100.1 1 -0.00518 1.69371e-06\n", " 45 1100.09 1 -0.00119 5.6457e-07\n", " 46 1098.91 0.0456 -10.5 1.8819e-07\n", " 47 1096.76 0.303 -1.45 1.8819e-07\n", " 48 1097.61 1 3.1 1.8819e-07\n", " 49 1097.63 1 3.11 3.7638e-07\n", " 50 1097.69 1 3.13 1.50552e-06\n", " 51 1097.74 1 3.16 1.20442e-05\n", " 52 1097.75 1 3.17 9.63533e-05\n", " 53 1097.73 1 3.15 0.000770827\n", " 54 1097.58 1 2.97 0.00616661\n", " 55 1096.68 1 1.88 0.0493329\n", " 56 1094.29 1 -0.434 0.0936279\n", " 57 1094 1 -0.051 0.0870449\n", " 58 1093.94 1 -0.0168 0.0813386\n", " 59 1093.91 1 -0.00977 0.0719956\n", " 60 1093.89 1 -0.00673 0.0638724\n", " 61 1093.88 1 -0.00518 0.0527454\n", " 62 1093.87 1 -0.00422 0.0419526\n", " 63 1093.86 1 -0.00358 0.0326518\n", " 64 1093.85 1 -0.00281 0.0249629\n", " 65 1093.85 1 -0.00271 0.016059\n", " 66 1093.84 1 -0.00389 0.0078827\n", " 67 1093.81 1 -0.013 0.0034593\n", " 68 1093.27 1 -0.263 0.0011531\n", " 69 1092.9 0.0115 -15.7 0.000384367\n", " 70 1092.45 0.0142 -15.7 0.000384367\n", " 71 1128.06 0.0996 6.39e+03 0.000384367\n", " 72 1128.06 0.101 6.32e+03 0.000768733\n", " 73 1128.05 0.108 5.91e+03 0.00307493\n", " 74 1127.93 0.174 3.66e+03 0.0245995\n", " 75 1126.85 0.787 800 0.196796\n", " 76 1091.87 1 -0.282 1.57437\n", " 77 1126.27 0.95 659 0.524789\n", " 78 1090.48 1 -0.556 1.04958\n", " 79 1095.66 0.75 72.8 0.349859\n", " 80 1087.28 1 -0.574 0.699718\n", " 81 1085.96 0.727 -0.751 0.381236\n", " 82 1085.88 0.348 -0.0951 0.381236\n", " 83 1085.79 1 -0.0196 0.381236\n", " 84 1085.78 1 -0.00289 0.127079\n", " 85 1085.77 1 -0.000448 0.0423596\n", " 86 1085.77 1 -9.02e-05 0.0141199\n", " 87 1085.77 1 -6.21e-05 0.00470662\n", " 88 1085.77 1 -9.89e-05 0.00278079\n", " 89 1085.77 1 -0.000206 0.000926932\n", " 90 1085.77 1 -0.000238 0.000364376\n", " 91 1085.76 0.151 -0.0447 0.000254879\n", " 92 1085.72 1 -0.00376 0.000254879\n", " 93 1085.71 1 -0.000356 8.49595e-05\n", " 94 1085.71 1 -0.00016 3.06964e-05\n", " 95 1085.71 1 -5.5e-05 2.87183e-05\n", " 96 1085.71 0.249 -6.47e-05 2.18389e-05\n", " 97 1085.71 1 -0.000106 2.18389e-05\n", " 98 1085.71 1 -9.61e-05 7.27963e-06\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Norm of gradient less than tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 73553.6\n", " 1 73551.8 1.24e-05 -7.12e+04 0.221602\n", " 2 73549 1.97e-05 -7.12e+04 0.221602\n", " 3 73540.8 5.81e-05 -7.12e+04 0.221602\n", " 4 73537.4 2.36e-05 -7.12e+04 0.221602\n", " 5 42413.4 0.172 -1.07e+05 0.221602\n", " 6 41267.8 0.0136 -4.38e+04 0.221602\n", " 7 37101.4 0.0454 -5.31e+04 0.221602\n", " 8 31577.2 0.0667 -4.84e+04 0.221602\n", " 9 27194.6 0.0387 -1.05e+05 0.221602\n", " 10 26956 0.00454 -2.75e+04 0.221602\n", " 11 26613.1 0.00661 -2.72e+04 0.221602\n", " 12 16502.4 0.132 -5.9e+04 0.221602\n", " 13 9069.56 0.167 -2.97e+04 0.221602\n", " 14 8069.91 0.0532 -1.18e+04 0.221602\n", " 15 5079.49 0.136 -1.92e+04 0.221602\n", " 16 5442.27 0.306 3.76e+05 0.221602\n", " 17 6271.93 0.321 4.44e+05 0.443204\n", " 18 7215.18 0.407 3.89e+05 1.77282\n", " 19 1979.34 0.886 3.68e+03 14.1825\n", " 20 1715.66 0.271 1.65e+03 14.1825\n", " 21 1527.38 1 159 14.1825\n", " 22 1465.93 1 -8.19 10.8752\n", " 23 1681.24 0.843 1.49e+03 3.62505\n", " 24 1437.34 1 46.8 7.2501\n", " 25 1418.81 1 -0.0283 6.77083\n", " 26 1414.53 1 10.7 2.3978\n", " 27 1395.57 1 -4.85 2.41547\n", " 28 1390.67 0.526 -3.45 0.805157\n", " 29 1389.72 1 1.25 0.805157\n", " 30 1388.49 0.739 -0.429 0.808085\n", " 31 1388.27 1 -0.0579 0.808085\n", " 32 1388.2 1 0.0873 0.29138\n", " 33 1388.07 1 -0.022 0.298345\n", " 34 1388.03 1 0.00382 0.226179\n", " 35 1388.01 1 0.0107 0.225791\n", " 36 1387.98 0.647 0.00697 0.225797\n", " 37 1387.97 1 0.000106 0.225797\n", " 38 1387.96 1 0.00303 0.223167\n", " 39 1387.95 1 0.00811 0.223155\n", " 40 1384.9 1 -0.427 0.229249\n", " 41 1384.65 1 0.0156 0.0764165\n", " 42 1382.18 0.727 -0.814 0.0569562\n", " 43 1380.58 1 -0.0124 0.0569562\n", " 44 1380.6 1 0.201 0.0189854\n", " 45 1380.58 1 0.165 0.0379708\n", " 46 1380.62 1 0.315 0.0755285\n", " 47 1380.54 1 0.177 0.151057\n", " 48 1380.5 1 0.0887 0.196475\n", " 49 1380.51 1 0.0951 0.238489\n", " 50 1380.5 1 0.0742 0.476978\n", " 51 1380.49 1 0.0677 0.780087\n", " 52 1380.47 1 0.0399 1.25371\n", " 53 1380.46 1 0.0193 1.44866\n", " 54 1377.74 1 -1.25 1.59238\n", " 55 1377.48 1 -0.0912 1.59238\n", " 56 1377.22 1 -0.122 0.530794\n", " 57 1377.17 0.219 -0.101 0.176931\n", " 58 1377.17 1 -0.00111 0.176931\n", " 59 1377.17 0.149 -0.00417 0.0589771\n", " 60 1377.16 1 -0.00464 0.0589771\n", " 61 1377.1 1 -0.0549 0.019659\n", " 62 1379.55 0.291 449 0.00655301\n", " 63 1379.51 0.568 228 0.013106\n", " 64 1377.03 1 -0.0646 0.0524241\n", " 65 1379.05 0.445 150 0.0174747\n", " 66 1379.01 0.863 77.7 0.0349494\n", " 67 1376.96 1 -0.0445 0.139798\n", " 68 1378.64 0.86 50.4 0.0465992\n", " 69 1376.69 1 -0.261 0.0931984\n", " 70 1377.55 0.349 39.5 0.0310661\n", " 71 1377.45 0.616 21.8 0.0621323\n", " 72 1376.39 1 -0.218 0.248529\n", " 73 1376.37 0.612 8.07 0.082843\n", " 74 1375 1 0.653 0.082843\n", " 75 1374.37 1 -0.0168 0.0762945\n", " 76 1821.78 0.817 3.51e+04 0.0254315\n", " 77 1374.17 1 0.087 0.050863\n", " 78 1810.6 0.384 2.95e+04 0.0169543\n", " 79 1809.85 0.564 2.06e+04 0.0339087\n", " 80 1374.69 1 2.66 0.135635\n", " 81 1373.91 1 -0.0551 1.08508\n", " 82 1373.73 1 0.144 0.361692\n", " 83 1373.33 1 0.0189 0.357554\n", " 84 1372.96 1 -0.0353 0.333237\n", " 85 1372.66 1 -0.0809 0.303961\n", " 86 1372.47 1 -0.0645 0.20369\n", " 87 1372.34 1 -0.0486 0.0907847\n", " 88 1372.27 0.477 -0.0549 0.0396034\n", " 89 1372.24 1 0.122 0.0396034\n", " 90 1663.85 0.705 9.15e+03 0.0449745\n", " 91 1373.36 1 5.84 0.0899489\n", " 92 1372.09 1 -0.0257 0.359796\n", " 93 1372.67 1 2.56 0.119932\n", " 94 1372.03 1 -0.00949 0.239864\n", " 95 1667.54 0.86 4.55e+03 0.0799546\n", " 96 1372.9 1 3.2 0.159909\n", " 97 1371.98 1 -0.0203 0.639637\n", " 98 1372.27 1 1.11 0.213212\n", " 99 1371.93 1 -0.0054 0.426424\n", " 100 1372.31 1 1.24 0.252904\n", " 101 1371.88 1 -0.00625 0.505809\n", " 102 1371.92 1 0.243 0.389661\n", " 103 1371.82 1 -0.0182 0.779322\n", " 104 1372.59 1 2.15 0.294928\n", " 105 1371.8 1 0.0333 0.589856\n", " 106 1371.77 1 0.0576 0.590056\n", " 107 1371.73 1 0.0766 0.606474\n", " 108 1371.68 1 0.055 0.650241\n", " 109 1371.65 1 0.0608 0.653219\n", " 110 1371.6 1 0.0345 0.677057\n", " 111 1371.57 1 0.028 0.67721\n", " 112 1371.54 1 0.0173 0.67791\n", " 113 1371.51 1 0.0104 0.67791\n", " 114 1371.49 1 0.00583 0.677647\n", " 115 1371.47 1 0.00306 0.675761\n", " 116 1371.46 1 0.00144 0.670416\n", " 117 1371.45 1 0.000522 0.660037\n", " 118 1371.44 1 1.3e-05 0.643851\n", " 119 1371.43 1 -0.000265 0.622209\n", " 120 1371.42 1 -0.000412 0.596253\n", " 121 1371.41 1 -0.000486 0.567523\n", " 122 1371.41 1 -0.000519 0.537435\n", " 123 1371.4 1 -0.000529 0.507133\n", " 124 1371.4 1 -0.000525 0.477392\n", " 125 1371.39 1 -0.000514 0.448711\n", " 126 1371.38 1 -0.000497 0.42136\n", " 127 1371.38 1 -0.000478 0.395473\n", " 128 1371.37 1 -0.000458 0.371081\n", " 129 1371.37 1 -0.000437 0.348166\n", " 130 1371.37 1 -0.000417 0.326673\n", " 131 1371.36 1 -0.000397 0.306528\n", " 132 1371.36 1 -0.000377 0.287653\n", " 133 1371.35 1 -0.000359 0.269965\n", " 134 1371.35 1 -0.000341 0.253383\n", " 135 1371.35 1 -0.000324 0.237829\n", " 136 1371.34 1 -0.000308 0.22323\n", " 137 1371.34 1 -0.000293 0.209517\n", " 138 1371.34 1 -0.000279 0.196628\n", " 139 1371.34 1 -0.000265 0.184504\n", " 140 1371.33 1 -0.000253 0.173091\n", " 141 1371.33 1 -0.000241 0.162341\n", " 142 1371.33 1 -0.000231 0.15221\n", " 143 1371.33 1 -0.000221 0.142656\n", " 144 1371.32 1 -0.000211 0.133642\n", " 145 1371.32 0.0278 -0.00165 0.125135\n", " 146 1371.32 1 -0.000589 0.125135\n", " 147 1371.32 1 -0.00131 0.0417116\n", " 148 1371.32 1 -0.00139 0.0265069\n", " 149 1371.31 1 -0.00124 0.0193502\n", " 150 1371.31 1 -0.000944 0.0149915\n", " 151 1371.31 1 -0.00037 0.0124015\n", " 152 1371.31 1 0.00122 0.0120053\n", " 153 1371.31 1 0.00535 0.014576\n", " 154 1371.31 1 0.00452 0.0291521\n", " 155 1371.31 1 0.00166 0.116608\n", " 156 1371.31 1 0.000744 0.150007\n", " 157 1371.31 1 0.00025 0.161931\n", " 158 1371.31 1 6.18e-05 0.16593\n", " 159 1371.31 1 -1.34e-06 0.166073\n", " 160 1371.31 1 -2.21e-05 0.163718\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Norm of gradient less than tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 684247\n", " 1 684008 0.000178 -6.74e+05 2.66402\n", " 2 673439 0.00798 -6.5e+05 2.66402\n", " 3 664202 0.00707 -6.43e+05 2.66402\n", " 4 651392 0.01 -6.25e+05 2.66402\n", " 5 629937 0.0174 -5.91e+05 2.66402\n", " 6 543800 0.0881 -3.28e+05 2.66402\n", " 7 523991 0.0193 -4.91e+05 2.66402\n", " 8 502110 0.0222 -4.68e+05 2.66402\n", " 9 466511 0.039 -4.18e+05 2.66402\n", " 10 400038 0.0845 -3.22e+05 2.66402\n", " 11 395493 0.0058 -3.92e+05 2.66402\n", " 12 392740 0.00355 -3.88e+05 2.66402\n", " 13 390011 0.00354 -3.85e+05 2.66402\n", " 14 381611 0.011 -3.81e+05 2.66402\n", " 15 316803 0.087 -3.76e+05 2.66402\n", " 16 297807 0.0309 -3.05e+05 2.66402\n", " 17 246667 0.0735 -4.16e+05 2.66402\n", " 18 32850.6 0.284 -4.86e+05 2.66402\n", " 19 13238.5 0.284 -3.74e+04 2.66402\n", " 20 10595.1 0.637 1.63e+05 2.66402\n", " 21 6532.94 0.407 -3.99e+03 2.66402\n", " 22 6215.61 0.0617 -2.73e+03 2.66402\n", " 23 4068.78 0.145 -3.49e+04 2.66402\n", " 24 4582.06 0.417 3.7e+04 2.66402\n", " 25 4460.89 0.567 2.72e+04 5.32805\n", " 26 3535.95 1 -295 21.3122\n", " 27 3954.43 0.324 1.62e+04 7.10407\n", " 28 3894.22 0.417 1.26e+04 14.2081\n", " 29 3939.38 0.986 6.15e+03 56.8325\n", " 30 3041.88 1 -31.5 454.66\n", " 31 2597.98 1 -180 151.553\n", " 32 2249.67 0.554 -0.311 50.5178\n", " 33 2016.84 1 -38.7 50.5178\n", " 34 2124.58 0.809 2.68e+03 16.8393\n", " 35 1832.17 1 -37.1 33.6785\n", " 36 1750.4 0.401 -83.3 11.2262\n", " 37 1660.44 1 -12.3 11.2262\n", " 38 1586.89 1 -18.4 6.97451\n", " 39 1553.57 0.717 -15.1 2.32484\n", " 40 1501.69 0.674 -10.3 2.32484\n", " 41 1473.68 1 5.82 2.32484\n", " 42 1469.99 1 1.85 1.27915\n", " 43 1471.01 1 3 0.776893\n", " 44 1469.31 1 -0.123 1.55379\n", " 45 1469.16 1 0.277 1.09963\n", " 46 1468.69 1 -0.0737 1.16627\n", " 47 1468.36 1 -0.0337 1.00542\n", " 48 1468.07 1 -0.0544 0.921219\n", " 49 1466.87 1 -0.445 0.771971\n", " 50 1466.26 1 0.709 0.591728\n", " 51 1464.74 0.595 -0.973 0.596246\n", " 52 1463.38 1 -0.399 0.596246\n", " 53 1463.3 1 2.38 0.198749\n", " 54 1459.14 1 -1.43 0.337063\n", " 55 1449.21 1 -2.49 0.112354\n", " 56 1461.9 1 30.9 0.0568628\n", " 57 1447.06 1 3.5 0.113726\n", " 58 1465.08 0.476 77 0.115171\n", " 59 1463.17 0.744 50.8 0.230342\n", " 60 1441.23 1 -1.16 0.921368\n", " 61 1446.7 0.616 23.5 0.446131\n", " 62 1444.63 1 12.4 0.892262\n", " 63 1438.62 1 -0.814 3.56905\n", " 64 1439.48 0.859 6.29 1.18968\n", " 65 1435.56 1 0.24 2.37937\n", " 66 1434.86 1 0.163 1.33993\n", " 67 1998.58 0.76 1.7e+04 1.28181\n", " 68 1414.9 1 102 2.56362\n", " 69 1406.66 0.22 -16.9 1.46711\n", " 70 1396.26 1 0.142 1.46711\n", " 71 1396.03 0.194 -0.443 0.489036\n", " 72 1396.03 0.00191 -0.652 0.489036\n", " 73 1395.88 0.152 -0.42 0.489036\n", " 74 1395.66 1 0.355 0.489036\n", " 75 1395.08 1 -0.0741 0.518284\n", " 76 1394.55 1 -0.167 0.494553\n", " 77 1393.95 1 -0.245 0.367142\n", " 78 1392.71 1 -0.576 0.217453\n", " 79 1386.51 1 -3.05 0.0763031\n", " 80 1369.25 0.167 -51.2 0.0254344\n", " 81 1362.51 0.0172 -195 0.0254344\n", " 82 1351.98 0.023 -227 0.0254344\n", " 83 1021.43 1 -68.5 0.0254344\n", " 84 1018.07 0.0811 -8.55 0.00847812\n", " 85 1013.48 0.196 11.5 0.00847812\n", " 86 1009.63 1 12.8 0.00847812\n", " 87 996.441 1 0.335 0.0100341\n", " 88 999.164 0.71 5.66 0.00334471\n", " 89 1001.73 1 6.85 0.00668942\n", " 90 998.694 1 3.23 0.0267577\n", " 91 995.82 1 -0.0943 0.214062\n", " 92 996.29 1 0.767 0.0713539\n", " 93 995.806 1 0.0941 0.142708\n", " 94 995.67 1 -0.0259 0.217974\n", " 95 995.659 1 0.0265 0.0978131\n", " 96 995.611 1 -0.0119 0.118712\n", " 97 995.593 1 -0.00364 0.0741169\n", " 98 995.578 1 -0.00508 0.0723007\n", " 99 995.568 1 -0.00371 0.0562216\n", " 100 995.56 1 -0.00305 0.0462964\n", " 101 995.554 1 -0.00254 0.0361149\n", " 102 995.548 1 -0.00214 0.0279004\n", " 103 995.544 1 -0.00181 0.0212826\n", " 104 995.54 1 -0.00153 0.0160826\n", " 105 995.537 1 -0.00129 0.012034\n", " 106 995.535 1 -0.001 0.00891463\n", " 107 995.533 0.942 -0.000938 0.00529711\n", " 108 995.532 1 -0.000474 0.00529711\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Norm of gradient less than tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 46871\n", " 1 46690.8 0.00321 -2.8e+04 58931.5\n", " 2 46514.5 0.00316 -2.78e+04 58931.5\n", " 3 15521.5 1 -4.85e+03 58931.5\n", " 4 15489.4 0.00505 -3.17e+03 19643.8\n", " 5 13038.9 0.457 -2.26e+03 19643.8\n", " 6 11556.9 1 -595 19643.8\n", " 7 11598.6 0.0224 5e+04 6547.95\n", " 8 11611.7 0.0261 4.33e+04 13095.9\n", " 9 11628.3 0.043 2.66e+04 52383.6\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Parameters converged to within tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 350477\n", " 1 350470 1.06e-05 -3.46e+05 0.885511\n", " 2 349443 0.00148 -3.49e+05 0.885511\n", " 3 343234 0.00877 -3.64e+05 0.885511\n", " 4 291093 0.0593 -6.08e+05 0.885511\n", " 5 263250 0.0399 -4.27e+05 0.885511\n", " 6 222421 0.0603 -4.59e+05 0.885511\n", " 7 194139 0.0547 -3.11e+05 0.885511\n", " 8 188446 0.0148 -1.95e+05 0.885511\n", " 9 132157 0.127 -2.58e+05 0.885511\n", " 10 102859 0.0962 -1.81e+05 0.885511\n", " 11 88300.6 0.0664 -1.21e+05 0.885511\n", " 12 30845.5 0.279 -1.17e+05 0.885511\n", " 13 2732.64 0.523 2.31e+04 0.885511\n", " 14 3315.9 0.854 1.03e+04 0.885511\n", " 15 3885.2 0.986 1.17e+04 1.77102\n", " 16 1549.12 0.916 144 7.08409\n", " 17 1445.41 1 7.95 7.08409\n", " 18 1434.98 0.445 -8.49 3.86637\n", " 19 1429.6 1 -0.392 3.86637\n", " 20 1442.17 1 39.9 1.28879\n", " 21 1428.79 1 1.29 2.57758\n", " 22 1428.1 1 1.74 2.57769\n", " 23 1427.65 1 2.09 2.70807\n", " 24 1427.65 3.4e-05 -2.23 3.32974\n", " 25 1426.33 0.535 -0.506 3.32974\n", " 26 1426.42 1 1.57 3.32974\n", " 27 1425.35 1 -0.18 6.65948\n", " 28 1541.3 0.706 371 3.68125\n", " 29 1462.38 1 89 7.3625\n", " 30 1422.21 1 -1.08 29.45\n", " 31 1419.02 0.537 -0.993 9.81667\n", " 32 1419.04 1 6.88 9.81667\n", " 33 1415.83 1 -1.22 19.6333\n", " 34 1423.35 1 21.4 6.54762\n", " 35 1413.6 1 -0.267 13.0952\n", " 36 1410.59 1 -1.21 11.5203\n", " 37 1406.13 1 0.554 3.8401\n", " 38 1401.14 1 1.15 3.67465\n", " 39 1396.55 1 -1.18 3.5872\n", " 40 1393.76 1 -0.936 3.23391\n", " 41 1391.61 1 -0.862 2.61603\n", " 42 1389.22 1 -1.01 1.73519\n", " 43 1387.71 0.426 -1.6 0.98923\n", " 44 1385.79 1 -0.498 0.98923\n", " 45 1384.39 1 -0.321 0.812557\n", " 46 1384.39 0.00169 -1.01 0.724981\n", " 47 1383.75 0.402 -0.648 0.724981\n", " 48 1383.31 1 0.173 0.724981\n", " 49 1382.78 1 -0.0544 0.724981\n", " 50 1382.53 1 0.0604 0.674188\n", " 51 1382.28 1 -0.00107 0.673351\n", " 52 1382.13 1 0.0124 0.651501\n", " 53 1382 1 -0.00243 0.642851\n", " 54 1381.91 1 -0.00105 0.619974\n", " 55 1381.83 1 -0.00447 0.600713\n", " 56 1381.77 1 -0.00301 0.572631\n", " 57 1381.72 1 -0.00398 0.547679\n", " 58 1381.68 0.853 -0.00948 0.517248\n", " 59 1381.64 1 -0.0131 0.517248\n", " 60 1378.57 1 -1.11 0.172416\n", " 61 1376.28 1 -0.348 0.0579103\n", " 62 1376.04 1 -0.018 0.0193034\n", " 63 1376.04 1 0.0488 0.0128311\n", " 64 1376.09 1 0.16 0.0237724\n", " 65 1376.06 1 0.119 0.0475447\n", " 66 1376.01 1 0.0289 0.190179\n", " 67 1376 1 0.00679 0.193734\n", " 68 1376 1 0.00149 0.196608\n", " 69 1376 1 0.000144 0.197278\n", " 70 1376 1 -0.000183 0.196896\n", " 71 1376 1 -0.000299 0.165059\n", " 72 1376 1 -0.000739 0.068115\n", " 73 1375.99 1 -0.00193 0.022705\n", " 74 1375.98 1 -0.00397 0.00756833\n", " 75 1375.98 0.683 -0.00372 0.00459414\n", " 76 1375.97 1 -0.00162 0.00459414\n", " 77 1375.97 1 0.000877 0.00381395\n", " 78 1375.97 1 0.00855 0.00381497\n", " 79 1375.97 1 0.0086 0.00762995\n", " 80 1375.97 1 0.0066 0.0305198\n", " 81 1375.97 1 0.000714 0.244158\n", " 82 1375.97 1 6.87e-05 0.244321\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Parameters converged to within tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 148631\n", " 1 148626 1.51e-05 -1.44e+05 1.09172\n", " 2 148623 1.3e-05 -1.44e+05 1.09172\n", " 3 133156 0.0456 -2.02e+05 1.09172\n", " 4 127246 0.0219 -1.41e+05 1.09172\n", " 5 109599 0.0612 -1.71e+05 1.09172\n", " 6 100793 0.0362 -1.47e+05 1.09172\n", " 7 89392.3 0.0519 -1.26e+05 1.09172\n", " 8 83262.1 0.0323 -1.06e+05 1.09172\n", " 9 76889.9 0.0383 -8.74e+04 1.09172\n", " 10 62760.1 0.0865 -9.19e+04 1.09172\n", " 11 14960.6 0.274 -1.06e+05 1.09172\n", " 12 3293.27 0.217 4.41e+04 1.09172\n", " 13 1985.63 0.335 1.92e+03 1.09172\n", " 14 1871.69 0.108 1.92e+04 1.09172\n", " 15 1695.09 0.305 -288 1.09172\n", " 16 5007.19 0.905 6.1e+04 1.09172\n", " 17 2070.1 0.777 3.4e+03 2.18344\n", " 18 1611.27 1 446 8.73377\n", " 19 1459.82 1 194 9.60551\n", " 20 1408.94 1 6.73 8.61768\n", " 21 1402.94 1 -0.881 3.69845\n", " 22 1396.62 1 -0.399 1.41665\n", " 23 1394.55 0.111 -9.78 0.472215\n", " 24 1392.93 1 0.259 0.472215\n", " 25 1392.42 1 0.675 0.199446\n", " 26 1391.32 1 0.00808 0.19927\n", " 27 1393.99 1 5.45 0.13733\n", " 28 1392.34 1 2.64 0.274659\n", " 29 1391.07 1 0.133 1.09864\n", " 30 1390.17 1 -0.347 1.09889\n", " 31 1390.17 5.96e-05 -0.928 0.483448\n", " 32 1388.81 1 -0.466 0.483448\n", " 33 1388.13 0.7 -0.301 0.26556\n", " 34 1387.89 1 -0.0244 0.26556\n", " 35 1387.87 1 -0.00124 0.166387\n", " 36 1387.86 1 -0.00234 0.152663\n", " 37 1387.85 1 -0.00356 0.136321\n", " 38 1385.89 0.105 -9.48 0.106734\n", " 39 1385.46 1 -0.0413 0.106734\n", " 40 1385.36 1 -0.0403 0.0355779\n", " 41 2165.19 0.392 5.01e+05 0.0118593\n", " 42 2166.06 0.781 2.49e+05 0.0237186\n", " 43 1385.28 1 -0.0405 0.0948743\n", " 44 2161.78 0.689 1.96e+05 0.0316248\n", " 45 1385.09 1 0.455 0.0632496\n", " 46 2148.92 0.156 2.36e+05 0.0210832\n", " 47 2148.98 0.293 1.24e+05 0.0421664\n", " 48 1412.81 1 222 0.168665\n", " 49 1384.73 1 -0.0542 1.34932\n", " 50 1384.38 1 -0.107 0.449775\n", " 51 2125.49 0.578 3.38e+04 0.149925\n", " 52 1441.78 1 396 0.29985\n", " 53 1383.98 1 -0.2 1.1994\n", " 54 1418.12 1 179 0.3998\n", " 55 1383.52 1 0.443 0.799599\n", " 56 1399.12 1 57.9 0.689441\n", " 57 1382.54 1 0.0999 1.37888\n", " 58 1386.42 1 13.9 1.14041\n", " 59 1381.36 1 -0.281 2.28083\n", " 60 1390.22 1 27 1.15129\n", " 61 1380.5 1 0.229 2.30257\n", " 62 1379.54 1 0.401 2.19346\n", " 63 1378.42 1 0.116 2.17512\n", " 64 1377.5 1 -0.0497 2.08374\n", " 65 1376.87 1 -0.0755 1.87454\n", " 66 1376.48 1 -0.0663 1.60864\n", " 67 1376.24 1 -0.0468 1.31378\n", " 68 1376.09 1 -0.0321 1.03453\n", " 69 1376.01 1 -0.02 0.77011\n", " 70 1375.96 1 -0.0126 0.547604\n", " 71 1375.93 1 -0.00746 0.351429\n", " 72 1375.91 1 -0.00665 0.19839\n", " 73 1375.88 1 -0.019 0.0661299\n", " 74 1378.79 0.864 40.7 0.0220433\n", " 75 1375.78 1 -0.0406 0.0440866\n", " 76 1377.76 0.284 44.8 0.0146955\n", " 77 1377.58 0.554 21.4 0.0293911\n", " 78 1375.62 1 -0.0778 0.117564\n", " 79 1376.74 0.47 12 0.0391881\n", " 80 1376.72 0.923 6.1 0.0783762\n", " 81 1375.49 1 -0.0571 0.313505\n", " 82 1376.36 0.988 4.11 0.104502\n", " 83 1375.31 1 -0.0255 0.209003\n", " 84 1376.22 0.515 5.2 0.0696677\n", " 85 1376.73 1 3.83 0.139335\n", " 86 1375.15 1 -0.0125 0.557342\n", " 87 1375.02 1 0.0925 0.466024\n", " 88 1376.37 0.909 3.37 0.466004\n", " 89 1374.93 1 0.256 0.932009\n", " 90 1375.19 0.764 1.16 1.03903\n", " 91 1374.62 1 0.0196 2.07807\n", " 92 1374.49 0.484 -0.011 2.00918\n", " 93 1374.49 1 0.191 2.00918\n", " 94 1374.34 1 -0.024 4.01837\n", " 95 1374.35 1 0.0608 2.40935\n", " 96 1374.31 1 -0.00747 4.8187\n", " 97 1374.3 1 0.00611 3.13332\n", " 98 1374.27 1 -0.00512 3.1333\n", " 99 1374.26 1 -0.000622 2.33819\n", " 100 1374.24 1 -0.00534 2.22769\n", " 101 1374.23 1 -0.00071 1.52279\n", " 102 1374.21 1 -0.00622 1.44746\n", " 103 1374.19 1 -0.000126 0.96032\n", " 104 1374.17 1 -0.00782 0.927105\n", " 105 1374.15 1 -0.000655 0.597216\n", " 106 1374.12 1 -0.0109 0.575844\n", " 107 1374.09 1 -0.00417 0.358761\n", " 108 1374.05 1 -0.0147 0.336823\n", " 109 1374 1 -0.0126 0.209405\n", " 110 1373.96 1 -0.0159 0.180276\n", " 111 1373.93 1 -0.0142 0.132417\n", " 112 1373.9 1 -0.0113 0.109053\n", " 113 1381.36 1 19.6 0.0913636\n", " 114 1375.07 1 3.43 0.182727\n", " 115 1373.54 1 0.233 0.730909\n", " 116 1373.2 1 -0.0829 0.716666\n", " 117 1373.1 1 0.0267 0.34147\n", " 118 1372.94 1 0.0126 0.3393\n", " 119 1372.8 1 0.216 0.256497\n", " 120 1372.86 1 0.963 0.257631\n", " 121 1372.32 1 -0.138 0.515262\n", " 122 1373.78 1 3.71 0.171754\n", " 123 1372.04 1 -0.0098 0.343508\n", " 124 1371.87 1 0.0911 0.294425\n", " 125 1371.76 1 0.12 0.294299\n", " 126 1371.54 0.58 -0.128 0.295975\n", " 127 1371.59 1 0.193 0.295975\n", " 128 1371.46 1 -0.0152 0.59195\n", " 129 1371.69 1 0.499 0.24967\n", " 130 1371.45 1 0.014 0.499339\n", " 131 1371.43 1 -0.00196 0.545241\n", " 132 1371.42 1 0.00343 0.487593\n", " 133 1371.41 1 -0.000332 0.487498\n", " 134 1371.4 1 5.72e-05 0.465676\n", " 135 1371.39 1 -0.000516 0.451643\n", " 136 1371.38 1 -0.00045 0.428255\n", " 137 1371.38 1 -0.000574 0.406898\n", " 138 1371.37 1 -0.000543 0.382997\n", " 139 1371.37 1 -0.000557 0.360437\n", " 140 1371.36 1 -0.000531 0.338054\n", " 141 1371.35 1 -0.000516 0.316984\n", " 142 1371.35 1 -0.000491 0.296921\n", " 143 1371.35 1 -0.000469 0.278098\n", " 144 1371.34 1 -0.000446 0.260409\n", " 145 1371.34 1 -0.000423 0.243832\n", " 146 1371.33 1 -0.000402 0.228302\n", " 147 1371.33 1 -0.000382 0.213743\n", " 148 1371.33 1 -0.000363 0.200097\n", " 149 1371.32 1 -0.000345 0.187292\n", " 150 1371.32 1 -0.000328 0.175274\n", " 151 1371.32 1 -0.000312 0.163984\n", " 152 1371.31 1 -0.000298 0.153373\n", " 153 1371.31 1 -0.000284 0.143394\n", " 154 1371.31 1 -0.000271 0.134006\n", " 155 1371.31 0.588 -0.00102 0.125169\n", " 156 1371.31 1 -0.000718 0.125169\n", " 157 1371.3 1 -0.00161 0.0417229\n", " 158 1371.3 1 -0.00176 0.0254611\n", " 159 1371.29 1 -0.00155 0.0183167\n", " 160 1371.29 1 -0.00116 0.0140468\n", " 161 1371.29 1 -0.000466 0.0114968\n", " 162 1371.29 1 0.0014 0.0110832\n", " 163 1371.29 1 0.00628 0.013524\n", " 164 1371.29 1 0.00538 0.027048\n", " 165 1371.29 1 0.00211 0.108192\n", " 166 1371.29 1 0.000973 0.15007\n", " 167 1371.29 1 0.000328 0.16276\n", " 168 1371.29 1 8.37e-05 0.167485\n", " 169 1371.29 1 3.81e-06 0.167854\n", " 170 1371.29 1 -2.16e-05 0.166627\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Norm of gradient less than tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 82719.3\n", " 1 82714 3.27e-05 -8.06e+04 1.84947\n", " 2 41906.1 0.145 -1.68e+05 1.84947\n", " 3 26126 0.169 -4.99e+04 1.84947\n", " 4 26019.5 0.00216 -2.46e+04 1.84947\n", " 5 19596.3 0.131 -2.51e+04 1.84947\n", " 6 7145.72 0.342 -1.71e+04 1.84947\n", " 7 3093.51 0.444 -3.36e+03 1.84947\n", " 8 2743.79 0.116 -1.35e+03 1.84947\n", " 9 1638.38 0.777 -308 1.84947\n", " 10 1476.34 1 30.5 1.84947\n", " 11 1421.61 0.825 -13.3 1.56976\n", " 12 1391.11 1 -5.39 1.56976\n", " 13 1390.55 0.0413 -6.56 0.523253\n", " 14 1381.92 1 -2.96 0.523253\n", " 15 1355.72 1 -12.6 0.233622\n", " 16 1287.85 0.212 -152 0.0778739\n", " 17 1200.79 0.189 -208 0.0778739\n", " 18 1033.28 0.61 -79.8 0.0778739\n", " 19 1003.27 1 5.34 0.0778739\n", " 20 992.846 1 -0.884 0.0712194\n", " 21 994.014 1 1.61 0.0237398\n", " 22 992.818 1 0.131 0.0474796\n", " 23 992.55 0.01 -13.3 0.0677977\n", " 24 997.005 0.28 65.6 0.0677977\n", " 25 997.157 0.386 47.9 0.135595\n", " 26 996.121 1 14.4 0.542382\n", " 27 991.281 1 -0.399 4.33905\n", " 28 989.953 1 -0.59 2.12681\n", " 29 988.235 1 -0.794 1.04336\n", " 30 986.194 0.623 0.673 0.347785\n", " 31 985.784 1 4.38 0.347785\n", " 32 982.847 0.936 -0.351 0.535662\n", " 33 982.599 1 -0.077 0.535662\n", " 34 1732.19 0.331 1.04e+05 0.476929\n", " 35 1733.15 0.409 8.44e+04 0.953859\n", " 36 1738.01 0.861 4.07e+04 3.81543\n", " 37 981.742 1 -0.507 30.5235\n", " 38 981.73 0.00369 -1.58 10.1745\n", " 39 976.726 1 16.2 10.1745\n", " 40 974.695 1 -0.0635 3.3915\n", " 41 974.607 1 -0.0267 1.1305\n", " 42 974.461 1 -0.0424 0.376833\n", " 43 974.374 1 -0.00203 0.326817\n", " 44 974.384 1 0.226 0.286672\n", " 45 974.304 1 -0.0248 0.573344\n", " 46 975.12 1 2.42 0.211221\n", " 47 974.268 1 0.0323 0.422442\n", " 48 974.23 1 0.0433 0.42244\n", " 49 974.181 1 0.0221 0.423497\n", " 50 974.134 1 -0.00399 0.423144\n", " 51 974.108 1 -0.0058 0.369077\n", " 52 974.092 1 -0.00556 0.276737\n", " 53 974.08 1 -0.00468 0.172308\n", " 54 974.071 1 -0.00398 0.102899\n", " 55 974.062 1 -0.00353 0.0632949\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Norm of gradient less than tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 218739\n", " 1 218734 1.1e-05 -2.14e+05 1.94027\n", " 2 218704 7.02e-05 -2.15e+05 1.94027\n", " 3 124513 0.116 -7.19e+05 1.94027\n", " 4 121681 0.0112 -1.31e+05 1.94027\n", " 5 102211 0.0674 -1.74e+05 1.94027\n", " 6 48785.7 0.147 -3.09e+05 1.94027\n", " 7 24955.6 0.225 -6.53e+04 1.94027\n", " 8 12449.4 0.257 -2.49e+04 1.94027\n", " 9 2899.34 0.532 1.58e+04 1.94027\n", " 10 2381.63 0.449 1.73e+03 1.94027\n", " 11 1850.41 0.29 -871 1.94027\n", " 12 1632.14 0.665 1.4e+03 1.94027\n", " 13 1553.39 1 62.7 1.94027\n", " 14 1527.58 0.794 16.7 1.45438\n", " 15 1523 1 1.47 1.45438\n", " 16 1503.17 1 -4.02 0.83571\n", " 17 1500.85 1 2.44 0.27857\n", " 18 3589.37 0.496 4.44e+04 0.156951\n", " 19 3607.85 0.784 2.7e+04 0.313903\n", " 20 1476.66 1 -2.51 1.25561\n", " 21 1467.62 0.867 6.54 0.418537\n", " 22 1464.64 0.228 -5.86 0.418537\n", " 23 1460.26 1 -0.379 0.418537\n", " 24 1459.85 1 -0.0696 0.139512\n", " 25 1459.76 1 0.0147 0.0465041\n", " 26 1459.76 1 0.115 0.0419565\n", " 27 1459.63 0.229 -0.216 0.0803164\n", " 28 1459.57 1 0.0729 0.0803164\n", " 29 1459.57 0.000591 -0.132 0.0807211\n", " 30 1459.61 1 0.15 0.0807211\n", " 31 1459.57 1 0.0983 0.161442\n", " 32 1459.53 1 0.018 0.645769\n", " 33 1459.52 1 0.00508 0.64587\n", " 34 1459.52 1 0.000954 0.64587\n", " 35 1459.51 1 -0.000134 0.642519\n", " 36 1459.51 1 -0.00316 0.599944\n", " 37 1441.48 0.197 -42.7 0.199981\n", " 38 1413.13 0.304 -44.2 0.199981\n", " 39 1407.21 1 1.88 0.199981\n", " 40 1403.34 1 1.51 0.200091\n", " 41 1401.93 1 0.124 0.173317\n", " 42 1399.65 0.448 -2.56 0.173317\n", " 43 1399.47 1 -0.0477 0.173317\n", " 44 1399.47 0.0042 -0.0629 0.0577723\n", " 45 1399.44 1 0.00459 0.0577723\n", " 46 1404.17 1 7.47 0.0577369\n", " 47 1400.61 1 2.17 0.115474\n", " 48 1399.28 1 0.0364 0.461895\n", " 49 1399.02 1 0.935 0.462307\n", " 50 1398.29 1 -0.139 0.495555\n", " 51 1397.91 1 -0.0913 0.264603\n", " 52 1397.65 0.688 -0.12 0.201865\n", " 53 1397.38 1 -0.0618 0.201865\n", " 54 1397.23 1 -0.0378 0.195037\n", " 55 1397.14 1 -0.0254 0.186413\n", " 56 1397.1 1 -0.0151 0.17124\n", " 57 1397.08 1 0.0159 0.1583\n", " 58 1397.08 0.663 0.0383 0.15981\n", " 59 1397.07 0.871 0.00419 0.31962\n", " 60 1397.05 1 -0.0043 0.31962\n", " 61 1397.04 1 -0.00239 0.19687\n", " 62 1397.03 1 0.00289 0.182693\n", " 63 1397.03 1 0.0164 0.182704\n", " 64 1397.02 1 -3.62e-05 0.365408\n", " 65 1397.02 1 -0.00144 0.358199\n", " 66 1397.02 1 -0.00164 0.238244\n", " 67 1397.01 1 -0.00145 0.171714\n", " 68 1397.01 0.681 -0.000673 0.141956\n", " 69 1397 1 -9.95e-05 0.141956\n", " 70 1397.01 1 0.0125 0.139562\n", " 71 1397 1 0.000891 0.279125\n", " 72 1397 1 -0.000401 0.279466\n", " 73 1397 1 -0.000353 0.251816\n", " 74 1397 1 -0.000284 0.233929\n", " 75 1396.99 0.885 -0.000231 0.219761\n", " 76 1396.99 1 -0.000271 0.219761\n", " 77 1396.99 1 2.26e-05 0.20515\n", " 78 1396.99 1 0.000445 0.203855\n", " 79 1396.99 1 0.00116 0.203907\n", " 80 1396.99 1 0.00157 0.223146\n", " 81 1396.99 1 0.00117 0.255486\n", " 82 1396.99 1 0.000608 0.265238\n", " 83 1396.99 1 0.000397 0.265411\n", " 84 1396.99 1 0.000231 0.26552\n", " 85 1396.98 1 0.000141 0.265519\n", " 86 1396.98 1 5.16e-05 0.265495\n", " 87 1396.98 1 8.02e-07 0.264753\n", " 88 1396.98 1 -2.5e-05 0.262897\n", " 89 1396.98 1 -2.28e-05 0.25923\n", " 90 1396.98 1 -2e-05 0.256086\n", " 91 1396.98 1 -9.32e-06 0.252819\n", " 92 1396.98 1 -2.71e-07 0.250653\n", " 93 1396.98 1 1.49e-05 0.248897\n", " 94 1396.98 1 2.57e-05 0.248086\n", " 95 1396.98 0.998 4.09e-05 0.247577\n", " 96 1396.98 1 3.67e-05 0.247577\n", " 97 1396.98 1 3.4e-05 0.247365\n", " 98 1396.98 1 3.59e-05 0.247188\n", " 99 1396.98 0.968 3.5e-05 0.247036\n", " 100 1396.98 1 1.66e-05 0.247036\n", " 101 1396.98 1 1.66e-05 0.246435\n", " 102 1396.98 1 1.89e-05 0.245967\n", " 103 1396.98 0.964 1.78e-05 0.245559\n", " 104 1396.98 1 3.45e-06 0.245559\n", " 105 1396.98 1 4.56e-06 0.244328\n", " 106 1396.98 1 8.5e-06 0.243335\n", " 107 1396.98 0.955 7.63e-06 0.242564\n", " 108 1396.98 1 -4e-06 0.242564\n", " 109 1396.98 1 -7.1e-07 0.24062\n", " 110 1396.98 1 5.64e-06 0.239224\n", " 111 1396.98 0.943 4.96e-06 0.238357\n", " 112 1396.98 1 -5.6e-06 0.238357\n", " 113 1396.98 1 5.29e-07 0.236197\n", " 114 1396.97 1 9.49e-06 0.234991\n", " 115 1396.97 0.93 8.86e-06 0.234473\n", " 116 1396.97 1 -2.01e-06 0.234473\n", " 117 1396.97 1 6.76e-06 0.232867\n", " 118 1396.97 1 1.77e-05 0.23227\n", " 119 1396.97 0.921 1.68e-05 0.23214\n", " 120 1396.97 1 4.94e-06 0.23214\n", " 121 1396.97 1 1.55e-05 0.231355\n", " 122 1396.97 1 2.73e-05 0.231214\n", " 123 1396.97 0.918 2.61e-05 0.23121\n", " 124 1396.97 1 1.32e-05 0.23121\n", " 125 1396.97 1 2.46e-05 0.230977\n", " 126 1396.97 1 3.67e-05 0.230972\n", " 127 1396.97 0.917 3.53e-05 0.23098\n", " 128 1396.97 1 2.14e-05 0.23098\n", " 129 1396.97 1 3.34e-05 0.230953\n", " 130 1396.97 1 4.57e-05 0.230958\n", " 131 1396.97 0.917 4.41e-05 0.231118\n", " 132 1396.97 1 2.93e-05 0.231118\n", " 133 1396.97 1 4.15e-05 0.231118\n", " 134 1396.97 1 5.39e-05 0.231243\n", " 135 1396.97 0.919 5.21e-05 0.231879\n", " 136 1396.97 1 3.62e-05 0.231879\n", " 137 1396.97 1 4.81e-05 0.231904\n", " 138 1396.97 1 5.97e-05 0.232373\n", " 139 1396.97 0.923 5.75e-05 0.233738\n", " 140 1396.97 1 4.1e-05 0.233738\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Parameters converged to within tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 1.95754e+06\n", " 1 1.95749e+06 1.12e-05 -1.93e+06 2.12702\n", " 2 1.95703e+06 0.00012 -1.94e+06 2.12702\n", " 3 1.81433e+06 0.0323 -2.43e+06 2.12702\n", " 4 1.80121e+06 0.00362 -1.83e+06 2.12702\n", " 5 1.79377e+06 0.00209 -1.79e+06 2.12702\n", " 6 1.71068e+06 0.022 -2.03e+06 2.12702\n", " 7 1.50839e+06 0.0537 -2.01e+06 2.12702\n", " 8 1.4916e+06 0.00579 -1.42e+06 2.12702\n", " 9 1.3988e+06 0.0381 -8.62e+05 2.12702\n", " 10 1.27104e+06 0.0453 -1.45e+06 2.12702\n", " 11 1.12808e+06 0.0613 -9.83e+05 2.12702\n", " 12 589995 0.226 -1.24e+06 2.12702\n", " 13 281149 0.305 -4.35e+05 2.12702\n", " 14 226434 0.111 -2.31e+05 2.12702\n", " 15 17435.9 0.954 -1.8e+04 2.12702\n", " 16 16322.1 0.0845 -6.89e+03 2.12702\n", " 17 9758.99 0.258 4.11e+04 2.12702\n", " 18 6275.26 1 1.95e+03 2.12702\n", " 19 5717.25 0.78 1.37e+03 1.52669\n", " 20 5439.05 1 -7.05 1.52669\n", " 21 5440.1 1 8.87 0.508898\n", " 22 5330.55 0.548 -64.7 1.0178\n", " 23 5322.67 0.52 -5.21 1.0178\n", " 24 5320.6 1 -0.341 1.0178\n", " 25 5318.68 1 -0.463 0.339265\n", " 26 5309.01 0.201 -17 0.113088\n", " 27 5298.6 1 -1.7 0.113088\n", " 28 5277.67 1 -3.78 0.0951492\n", " 29 5211.47 1 -12.2 0.0954221\n", " 30 5144.46 1 -14 0.0859657\n", " 31 7881.84 0.57 1.62e+05 0.0667847\n", " 32 6333.42 0.866 5.98e+04 0.133569\n", " 33 4821.23 1 -313 0.534278\n", " 34 5001.31 0.28 1.86e+04 0.178093\n", " 35 5104.35 0.275 2.47e+04 0.356185\n", " 36 5908.43 0.433 2.96e+04 1.42474\n", " 37 4094.81 1 -155 11.3979\n", " 38 4008.06 0.101 -415 3.79931\n", " 39 3678.27 1 42.4 3.79931\n", " 40 3625.65 1 -7.85 1.26644\n", " 41 3613.73 1 -4.64 0.422146\n", " 42 3600.4 0.186 -37.3 0.197915\n", " 43 3937.09 0.255 4.49e+04 0.197915\n", " 44 3938.35 0.427 2.8e+04 0.39583\n", " 45 3548.04 1 -46.6 1.58332\n", " 46 3833.67 0.365 6.67e+03 0.527773\n", " 47 3842.75 0.365 8.17e+03 1.05555\n", " 48 3839.97 0.691 4.93e+03 4.22218\n", " 49 3522.79 1 -12.8 33.7775\n", " 50 3455.6 1 64.6 11.2592\n", " 51 3378.23 1 -12.7 3.75305\n", " 52 3339.08 0.852 -17.1 1.60787\n", " 53 3256.99 1 -36.5 1.60787\n", " 54 3035.23 1 -54.9 0.535956\n", " 55 3012.11 0.283 -22.3 0.178652\n", " 56 3017.27 0.806 44.1 0.178652\n", " 57 3021.52 1 41.8 0.357304\n", " 58 2995.27 1 11.5 1.42922\n", " 59 2982.8 1 4.8 1.43229\n", " 60 2971.35 0.568 -2.77 1.44371\n", " 61 2961.59 1 -1.09 1.44371\n", " 62 2958.26 1 -0.61 1.28851\n", " 63 2957.73 1 -0.0998 0.643689\n", " 64 2957.61 1 -0.0232 0.312664\n", " 65 2957.6 1 -0.00299 0.104221\n", " 66 2957.6 1 -0.000303 0.0347405\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Parameters converged to within tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 210726\n", " 1 194335 0.036 -2.49e+05 3.47761\n", " 2 151942 0.101 -2.26e+05 3.47761\n", " 3 151938 1.38e-05 -1.48e+05 3.47761\n", " 4 105550 0.139 -1.78e+05 3.47761\n", " 5 95821.9 0.0475 -1.02e+05 3.47761\n", " 6 70961 0.142 -8.1e+04 3.47761\n", " 7 36377.2 0.269 -5.67e+04 3.47761\n", " 8 36076.2 0.00458 -3.28e+04 3.47761\n", " 9 16703.4 0.365 -2.2e+04 3.47761\n", " 10 15546.5 0.0437 -1.28e+04 3.47761\n", " 11 4536.49 0.606 -6.84e+03 3.47761\n", " 12 1686.68 0.933 -355 3.47761\n", " 13 1592.86 1 14.8 3.47761\n", " 14 1562.13 1 -1.79 2.65887\n", " 15 1556.5 1 -1.03 1.60007\n", " 16 1523.94 1 -4.04 1.45672\n", " 17 1490.54 1 -4.94 0.485573\n", " 18 1492.51 0.449 592 0.161858\n", " 19 1494.71 0.593 445 0.323715\n", " 20 1482.79 1 89.9 1.29486\n", " 21 1456.37 0.465 -18.5 0.43162\n", " 22 1445.96 0.441 -8.15 0.43162\n", " 23 1441.55 0.723 -1.28 0.43162\n", " 24 1441.47 0.109 -0.374 0.43162\n", " 25 1441.4 0.122 -0.258 0.43162\n", " 26 1441.13 1 -0.0465 0.43162\n", " 27 1440.89 1 -0.119 0.143873\n", " 28 1439.78 1 -0.453 0.0479578\n", " 29 1433.28 1 -2.89 0.024855\n", " 30 1427.75 0.0678 -27.5 0.0208344\n", " 31 1363.95 0.359 -85 0.0208344\n", " 32 1362 0.00188 -513 0.0208344\n", " 33 1271.13 0.217 -116 0.0208344\n", " 34 1219.19 0.132 -183 0.0208344\n", " 35 1056.42 1 -1.03 0.0208344\n", " 36 1055.96 0.00918 -25.2 0.00694482\n", " 37 1052.56 0.0673 -24 0.00694482\n", " 38 1051.25 1 -0.0594 0.00694482\n", " 39 1044.49 1 3.73 0.00231494\n", " 40 1064.1 0.821 31.8 0.00231503\n", " 41 1066.82 1 29.5 0.00463006\n", " 42 1049.18 1 9.43 0.0185202\n", " 43 1045.11 1 4.28 0.148162\n", " 44 6002.96 0.69 1.83e+06 1.18529\n", " 45 1040.55 1 -0.199 9.48236\n", " 46 1040.12 0.311 -0.581 3.16079\n", " 47 1039.89 1 -0.0905 3.16079\n", " 48 5946.68 0.184 5.44e+06 1.17039\n", " 49 5955.83 0.319 3.15e+06 2.34077\n", " 50 1039.09 1 -0.0269 9.36309\n", " 51 1039.01 1 -0.0148 9.13043\n", " 52 1038.9 1 -0.0453 3.04348\n", " 53 1038.87 1 -0.016 1.01449\n", " 54 1038.86 0.0139 -0.302 0.338164\n", " 55 1038.66 0.902 -0.0948 0.338164\n", " 56 1043.21 1 5.4 0.338164\n", " 57 1040.61 1 2.42 0.676328\n", " 58 1038.85 1 0.237 2.70531\n", " 59 1038.64 1 -0.00857 21.6425\n", " 60 1038.62 1 -0.0134 7.21417\n", " 61 1038.61 1 0.00059 2.40472\n", " 62 1038.53 1 -0.0385 2.39917\n", " 63 1038.51 1 -0.00859 0.799724\n", " 64 1038.48 1 -0.011 0.266575\n", " 65 1038.47 0.00484 -1.13 0.0888583\n", " 66 1038.04 0.637 0.355 0.0888583\n", " 67 1037.92 0.637 -0.0621 0.0888583\n", " 68 1037.82 1 -0.0188 0.0888583\n", " 69 1037.8 1 -0.00704 0.0871673\n", " 70 1037.8 0.0164 -0.00529 0.0290558\n", " 71 1037.76 0.246 -0.0586 0.0290558\n", " 72 1037.75 0.00229 -2.1 0.0290558\n", " 73 1037.71 0.83 0.0231 0.0290558\n", " 74 1037.71 1 0.0147 0.0290558\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Parameters converged to within tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 107609\n", " 1 107599 4.89e-05 -1.04e+05 0.58236\n", " 2 107594 2.32e-05 -1.04e+05 0.58236\n", " 3 107585 4.33e-05 -1.04e+05 0.58236\n", " 4 107521 0.000309 -1.04e+05 0.58236\n", " 5 107498 0.000111 -1.04e+05 0.58236\n", " 6 102793 0.0244 -9e+04 0.58236\n", " 7 92164 0.0649 2.75e+06 0.58236\n", " 8 83437.1 0.0495 -8.68e+04 0.58236\n", " 9 83423.8 8.31e-05 -8.02e+04 0.58236\n", " 10 83159.3 0.00165 -8.05e+04 0.58236\n", " 11 70297.3 0.0704 -1.07e+05 0.58236\n", " 12 64309.4 0.0356 -1.05e+05 0.58236\n", " 13 17078.3 0.11 -7.7e+05 0.58236\n", " 14 15050 0.067 -1.51e+04 0.58236\n", " 15 14598.8 0.0171 -1.32e+04 0.58236\n", " 16 3520.15 0.438 -1.06e+04 0.58236\n", " 17 4328.69 0.571 4.2e+04 0.58236\n", " 18 10356.7 0.591 1.29e+05 1.16472\n", " 19 7597.81 0.676 6.61e+04 4.65888\n", " 20 2089.39 0.836 1.27e+03 37.271\n", " 21 1948.65 1 170 37.271\n", " 22 1744.51 0.394 -149 35.3861\n", " 23 1646.59 0.923 34.6 35.3861\n", " 24 1610.75 1 1.16 35.3861\n", " 25 1577.87 1 -1.98 19.8018\n", " 26 1572.78 1 122 11.3902\n", " 27 1510.39 1 6.85 18.2736\n", " 28 1510.39 1.61e-05 -8.26 12.0326\n", " 29 1502.25 0.921 0.824 12.0326\n", " 30 1498.13 1 -0.904 12.0326\n", " 31 1494.51 1 -1.35 5.76551\n", " 32 1490.86 1 -1.22 1.92184\n", " 33 1489.02 1 -0.494 0.662537\n", " 34 1486.67 1 -1.2 0.327103\n", " 35 1478.67 0.758 -0.7 0.109034\n", " 36 1465.11 1 7.45 0.109034\n", " 37 1462.15 0.539 -0.12 0.0741071\n", " 38 1459.69 1 0.832 0.0741071\n", " 39 1460.02 1 1.2 0.044643\n", " 40 1459.71 1 0.893 0.0892859\n", " 41 1444.41 0.778 48.1 0.357144\n", " 42 1413.62 1 -6.21 0.357144\n", " 43 1407.89 0.0879 -28 0.119048\n", " 44 1405.3 1 4.64 0.119048\n", " 45 1405.44 1 22.2 0.161943\n", " 46 1401.97 1 10.4 0.323887\n", " 47 1399.73 1 0.403 0.325196\n", " 48 1432.55 1 99.9 0.325197\n", " 49 1407.18 1 25 0.650394\n", " 50 1398.22 1 0.857 2.60158\n", " 51 1397.38 1 -0.154 2.3475\n", " 52 1397.17 1 -0.0594 0.7825\n", " 53 1397.18 1 0.159 0.383239\n", " 54 1397.11 1 -0.0123 0.766477\n", " 55 1397.08 1 -0.0081 0.51015\n", " 56 1397.06 1 -0.00749 0.356673\n", " 57 1397.04 1 -0.00734 0.118891\n", " 58 1397.02 1 0.00356 0.0805693\n", " 59 1397.46 1 0.794 0.0805522\n", " 60 1397.09 1 0.135 0.161104\n", " 61 1397.02 1 -0.00108 0.644417\n", " 62 1397.01 1 -0.000994 0.514425\n", " 63 1397.01 1 -0.00226 0.171475\n", " 64 1397 1 -0.00303 0.0818673\n", " 65 1397.02 1 0.044 0.0612428\n", " 66 1397 1 0.00742 0.122486\n", " 67 1397 1 -0.000476 0.489942\n", " 68 1397 1 -0.00068 0.358309\n", " 69 1396.99 1 -0.00166 0.119436\n", " 70 1396.99 1 -0.00182 0.0545383\n", " 71 1397.05 1 0.113 0.0436332\n", " 72 1397 1 0.0276 0.0872665\n", " 73 1396.99 1 0.000277 0.349066\n", " 74 1396.99 1 -0.000238 0.349195\n", " 75 1396.99 1 -0.000299 0.246029\n", " 76 1396.98 1 -0.000338 0.17332\n", " 77 1396.98 1 0.000123 0.131971\n", " 78 1396.98 1 0.00399 0.131705\n", " 79 1396.98 1 0.000538 0.26341\n", " 80 1396.98 1 0.000158 0.27414\n", " 81 1396.98 1 0.000114 0.274114\n", " 82 1396.98 1 8.45e-05 0.274086\n", " 83 1396.98 1 4.38e-05 0.274049\n", " 84 1396.98 1 2.08e-05 0.273626\n", " 85 1396.98 1 -4.34e-06 0.272781\n", " 86 1396.98 1 -1.85e-05 0.270471\n", " 87 1396.98 1 -3.18e-05 0.267043\n", " 88 1396.98 1 -3.63e-05 0.261416\n", " 89 1396.98 1 -3.8e-05 0.255211\n", " 90 1396.98 1 -3.03e-05 0.248354\n", " 91 1396.98 1 -1.88e-05 0.243315\n", " 92 1396.98 1 3.13e-06 0.239832\n", " 93 1396.98 1 2.51e-05 0.238577\n", " 94 1396.98 1 5.65e-05 0.238207\n", " 95 1396.98 1 8.29e-05 0.238203\n", " 96 1396.98 1 0.000121 0.238212\n", " 97 1396.98 1 0.000151 0.238741\n", " 98 1396.98 1 0.000195 0.240198\n", " 99 1396.98 1 0.000214 0.245279\n", " 100 1396.98 1 0.000231 0.251468\n", " 101 1396.98 1 0.000207 0.26093\n", " 102 1396.97 1 0.000182 0.266852\n", " 103 1396.97 1 0.000142 0.271883\n", " 104 1396.97 1 0.000113 0.273894\n", " 105 1396.97 1 8.14e-05 0.275028\n", " 106 1396.97 1 5.95e-05 0.275214\n", " 107 1396.97 1 3.76e-05 0.275235\n", " 108 1396.97 1 2.21e-05 0.275228\n", " 109 1396.97 1 7.18e-06 0.275086\n", " 110 1396.97 1 -3.53e-06 0.274176\n", " 111 1396.97 1 -1.32e-05 0.271953\n", " 112 1396.97 1 -1.95e-05 0.267115\n", " 113 1396.97 1 -2.41e-05 0.259842\n", " 114 1396.97 1 -2.48e-05 0.250099\n", " 115 1396.97 1 -2.2e-05 0.240617\n", " 116 1396.97 1 -1.3e-05 0.232962\n", " 117 1396.97 1 5.39e-07 0.229148\n", " 118 1396.97 1 2.12e-05 0.227916\n", " 119 1396.97 1 4.35e-05 0.227864\n", " 120 1396.97 1 7.48e-05 0.227876\n", " 121 1396.97 1 0.000106 0.228939\n", " 122 1396.97 1 0.000145 0.232886\n", " 123 1396.97 1 0.00016 0.245327\n", " 124 1396.97 1 0.000157 0.259245\n", " 125 1396.97 1 0.000125 0.27355\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Parameters converged to within tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 88390\n", " 1 88388.2 1.09e-05 -8.59e+04 0.218523\n", " 2 88381.5 3.91e-05 -8.59e+04 0.218523\n", " 3 84003.6 0.0725 2.64e+05 0.218523\n", " 4 83883.8 0.000737 -8.12e+04 0.218523\n", " 5 82210.3 0.0105 -7.87e+04 0.218523\n", " 6 81329.8 0.00555 -7.91e+04 0.218523\n", " 7 72000.5 0.0602 -7.71e+04 0.218523\n", " 8 50876.9 0.152 -7.31e+04 0.218523\n", " 9 50368.7 0.00507 -5.2e+04 0.218523\n", " 10 46166.2 0.0336 -8.19e+04 0.218523\n", " 11 39044.9 0.0554 -9.53e+04 0.218523\n", " 12 10126.4 0.139 -2.97e+05 0.218523\n", " 13 9343.92 0.0428 -9.9e+03 0.218523\n", " 14 2963.82 0.11 -1.45e+05 0.218523\n", " 15 1959.53 0.271 -1.69e+03 0.218523\n", " 16 1585.71 0.454 1.45e+03 0.218523\n", " 17 1484.4 0.526 323 0.218523\n", " 18 1791.65 0.779 3.54e+03 0.218523\n", " 19 1829.81 0.871 3.31e+03 0.437046\n", " 20 1492.71 1 386 1.74819\n", " 21 1406.81 1 -3.11 13.9855\n", " 22 1398.76 1 -1.14 4.78596\n", " 23 1395.58 1 -1.3 1.59532\n", " 24 1393.39 0.254 -4.66 0.531774\n", " 25 1391.01 0.213 -6.3 0.531774\n", " 26 1389.57 0.783 -0.737 0.531774\n", " 27 1389.06 0.381 -0.661 0.531774\n", " 28 1387.34 1 -0.73 0.531774\n", " 29 1385.89 1 0.124 0.177258\n", " 30 1386.54 1 1.29 0.0739555\n", " 31 1385.84 1 0.184 0.147911\n", " 32 1385.7 1 -0.0299 0.166461\n", " 33 1385.67 1 -0.00686 0.107106\n", " 34 1385.64 1 -0.00907 0.105184\n", " 35 1385.62 1 -0.00618 0.0812285\n", " 36 1385.61 1 -0.00509 0.0674357\n", " 37 1385.6 1 -0.00455 0.0521707\n", " 38 1385.58 1 -0.00439 0.0393577\n", " 39 1385.57 1 -0.00417 0.0294417\n", " 40 1385.57 1 -0.00368 0.0215294\n", " 41 1385.87 1 5.68 0.0158954\n", " 42 1385.5 1 4.71 0.0317909\n", " 43 1384.21 1 0.22 0.0583211\n", " 44 1383.91 1 0.494 0.058284\n", " 45 1383.8 1 0.222 0.0583818\n", " 46 1383.71 0.375 0.0625 0.0689228\n", " 47 1383.7 1 0.0323 0.0689228\n", " 48 1383.76 1 0.12 0.104933\n", " 49 1383.73 1 0.0744 0.209866\n", " 50 1383.69 1 0.013 0.839464\n", " 51 1383.68 0.207 -0.00586 0.852605\n", " 52 1383.68 1 0.0019 0.852605\n", " 53 1383.68 0.777 0.000184 0.856982\n", " 54 1383.68 1 -8.3e-05 0.856982\n", " 55 1383.68 1 -0.000116 0.67757\n", " 56 1383.68 1 -0.000164 0.448934\n", " 57 1383.68 1 -0.00034 0.190641\n", " 58 1383.68 1 -0.000569 0.0886752\n", " 59 1383.68 0.421 -0.000912 0.0609343\n", " 60 1383.67 1 -0.000848 0.0609343\n", " 61 1383.67 1 -0.000858 0.0327756\n", " 62 1383.67 1 0.00315 0.0288764\n", " 63 1383.67 0.0248 -0.013 0.0394835\n", " 64 1383.68 1 0.024 0.0394835\n", " 65 1383.68 1 0.0202 0.078967\n", " 66 1383.67 1 0.0079 0.315868\n", " 67 1383.67 1 -0.000153 2.52694\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Parameters converged to within tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 112776\n", " 1 112767 4.42e-05 -1.08e+05 0.502949\n", " 2 112601 0.000765 -1.08e+05 0.502949\n", " 3 112380 0.00102 -1.08e+05 0.502949\n", " 4 109527 0.0134 -1.05e+05 0.502949\n", " 5 102835 0.0331 -9.75e+04 0.502949\n", " 6 90007 0.0668 -9.26e+04 0.502949\n", " 7 89975.4 0.000184 -8.6e+04 0.502949\n", " 8 89968.7 3.85e-05 -8.6e+04 0.502949\n", " 9 87684.9 0.0134 -8.46e+04 0.502949\n", " 10 64462.1 0.151 -7.05e+04 0.502949\n", " 11 45217.7 0.166 1.86e+06 0.502949\n", " 12 44324.4 0.0105 -4.19e+04 0.502949\n", " 13 4922.05 0.799 -8.76e+03 0.502949\n", " 14 4796.59 0.0185 -3.31e+03 0.502949\n", " 15 4796.36 3.55e-05 -3.18e+03 0.502949\n", " 16 4795.78 9.17e-05 -3.18e+03 0.502949\n", " 17 2267.23 1 -407 0.502949\n", " 18 2202.64 0.0498 -583 0.40255\n", " 19 1835.45 0.678 -120 0.40255\n", " 20 1667.28 0.382 -142 0.40255\n", " 21 1337.51 1 -75.5 0.40255\n", " 22 1204.34 1 -6.97 0.360038\n", " 23 1197.47 1 33.3 0.29085\n", " 24 1162.91 1 -4.53 0.370189\n", " 25 1160.78 1 -0.368 0.123396\n", " 26 1160.73 0.143 -0.156 0.0411321\n", " 27 1160.57 1 -0.0359 0.0411321\n", " 28 1135.96 1 31.1 0.0291347\n", " 29 1124.82 0.451 -7.29 0.0287018\n", " 30 1119.03 1 -0.265 0.0287018\n", " 31 1118.06 1 -0.169 0.0179467\n", " 32 1118.03 0.149 -0.0899 0.00598224\n", " 33 1117.97 1 0.0615 0.00598224\n", " 34 1117.9 1 -0.013 0.00584157\n", " 35 1117.86 0.0163 -1.06 0.00194719\n", " 36 1117.28 0.401 0.0674 0.00194719\n", " 37 1118.66 1 2.16 0.00194719\n", " 38 1117.93 1 1.37 0.00389438\n", " 39 1116.92 1 0.211 0.0155775\n", " 40 1114.44 0.806 2.05 0.015601\n", " 41 1113.35 1 0.0151 0.015601\n", " 42 1113.12 1 -0.0214 0.0136088\n", " 43 1113.12 0.0515 -0.0118 0.00453628\n", " 44 1113.11 1 -0.00303 0.00453628\n", " 45 1113.08 1 -0.0105 0.00214597\n", " 46 1112.93 1 -0.0409 0.000715324\n", " 47 1347.54 1 2.9e+03 0.000238441\n", " 48 1279.28 1 1.81e+03 0.000476882\n", " 49 1153.71 1 280 0.00190753\n", " 50 1112.95 1 0.885 0.0152602\n", " 51 1112.81 1 -0.0453 0.122082\n", " 52 1112.81 1 0.635 0.040694\n", " 53 1112.65 1 -0.0209 0.0813879\n", " 54 1112.55 1 0.187 0.0271293\n", " 55 1112.41 1 -0.000513 0.0270798\n", " 56 1104.46 0.509 -4.34 0.00902659\n", " 57 1101.15 1 -0.479 0.00902659\n", " 58 1100.76 1 -0.0466 0.00400615\n", " 59 1100.08 0.111 -2.22 0.00133538\n", " 60 1099.45 0.121 -1.97 0.00133538\n", " 61 1098.68 0.179 -1.27 0.00133538\n", " 62 1098.19 1 -0.0988 0.00133538\n", " 63 1098.08 1 -0.0308 0.000445127\n", " 64 1098.05 1 -0.0114 0.000148376\n", " 65 1088.21 1 -4.81 4.94586e-05\n", " 66 1085.42 0.0208 -67.3 1.64862e-05\n", " 67 1072.28 0.101 -64.1 1.64862e-05\n", " 68 1077.97 1 28.9 1.64862e-05\n", " 69 1077.44 1 26.9 3.29724e-05\n", " 70 1077.77 1 28.1 0.00013189\n", " 71 1077.25 1 26.2 0.00105512\n", " 72 1076.71 1 24.2 0.00844093\n", " 73 1073.09 1 11.2 0.0675275\n", " 74 1069.85 1 -0.28 0.54022\n", " 75 1069.37 1 -0.0645 0.180073\n", " 76 1069.34 1 -0.00469 0.0600244\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Parameters converged to within tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 969112\n", " 1 966173 0.00154 -9.55e+05 46.0396\n", " 2 964648 0.0008 -9.53e+05 46.0396\n", " 3 962549 0.0011 -9.51e+05 46.0396\n", " 4 784176 0.0995 -8.43e+05 46.0396\n", " 5 769620 0.00947 -7.64e+05 46.0396\n", " 6 747483 0.0147 -7.45e+05 46.0396\n", " 7 747044 0.000298 -7.36e+05 46.0396\n", " 8 383807 0.292 -5.21e+05 46.0396\n", " 9 380030 0.00505 -3.72e+05 46.0396\n", " 10 275189 0.162 -2.81e+05 46.0396\n", " 11 198304 0.167 -1.95e+05 46.0396\n", " 12 23645.6 1 -2.9e+04 46.0396\n", " 13 4757.41 0.687 -7.12e+03 21.3694\n", " 14 2632.21 0.443 -1.71e+03 21.3694\n", " 15 2145.18 0.243 -843 21.3694\n", " 16 2056.52 0.0661 -643 21.3694\n", " 17 1729.17 0.328 -393 21.3694\n", " 18 1507.59 0.507 -147 21.3694\n", " 19 1412.18 0.871 -23 21.3694\n", " 20 1397.11 1 -4.74 21.3694\n", " 21 1388.65 1 -3.08 7.12312\n", " 22 1382.73 1 -1.35 2.37437\n", " 23 1380.22 1 -0.351 2.11492\n", " 24 1378.11 0.935 -0.56 2.03465\n", " 25 1375.99 1 -0.765 2.03465\n", " 26 1373.33 1 -1.07 1.39533\n", " 27 1368.33 1 -2.3 0.927525\n", " 28 1348.9 1 -9.47 0.392349\n", " 29 1330.18 0.0993 -93.1 0.130783\n", " 30 1286.77 0.147 -143 0.130783\n", " 31 1084.05 0.586 -126 0.130783\n", " 32 1073.93 0.0531 -92.6 0.130783\n", " 33 984.401 1 -2.14 0.130783\n", " 34 983.408 0.0478 -11.5 0.0435943\n", " 35 1720.09 0.373 6.47e+04 0.0435943\n", " 36 1714.64 0.382 6.22e+04 0.0871886\n", " 37 1719.49 0.411 5.74e+04 0.348754\n", " 38 1727.11 0.625 3.74e+04 2.79004\n", " 39 978.047 1 -3.49 22.3203\n", " 40 984.517 1 46 7.44009\n", " 41 978.693 1 16.6 14.8802\n", " 42 975.632 1 0.895 59.5208\n", " 43 974.937 1 -0.15 19.8403\n", " 44 974.723 1 -0.0665 6.61342\n", " 45 974.632 1 -0.0318 2.20447\n", " 46 974.525 1 -0.0387 0.734824\n", " 47 974.436 1 -0.0254 0.553347\n", " 48 974.367 1 -0.0138 0.483551\n", " 49 974.312 1 -0.00806 0.445951\n", " 50 974.266 1 -0.00561 0.419017\n", " 51 974.229 1 -0.00448 0.394928\n", " 52 974.197 1 -0.00393 0.371441\n", " 53 974.172 1 -0.00329 0.347541\n", " 54 974.151 1 -0.00282 0.324223\n", " 55 974.133 1 -0.00251 0.30122\n", " 56 974.118 1 -0.00226 0.278378\n", " 57 974.105 1 -0.00206 0.256008\n", " 58 974.095 1 -0.00143 0.234302\n", " 59 974.086 1 -0.00129 0.216092\n", " 60 974.079 1 -0.00109 0.197448\n", " 61 974.072 1 -0.00105 0.180542\n", " 62 974.066 1 -0.000949 0.163583\n", " 63 974.061 1 -0.000921 0.147973\n", " 64 974.056 1 -0.000867 0.13274\n", " 65 974.051 1 -0.000853 0.118697\n", " 66 974.047 1 -0.000826 0.105241\n", " 67 974.043 1 -0.000825 0.0928203\n", " 68 974.039 1 -0.000819 0.0810303\n", " 69 974.036 1 -0.000835 0.0701238\n", " 70 974.032 1 -0.000852 0.0598254\n", " 71 974.029 1 -0.000889 0.0503035\n", " 72 974.025 1 -0.000934 0.0413883\n", " 73 974.022 1 -0.001 0.0332432\n", " 74 974.018 1 -0.00109 0.0258076\n", " 75 974.015 1 -0.0012 0.0192852\n", " 76 974.011 1 -0.00113 0.0137029\n", " 77 974.007 1 -0.00127 0.0105256\n", " 78 974.005 0.738 -0.00114 0.00730424\n", " 79 974.003 1 -0.000931 0.00730424\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Norm of gradient less than tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 85496.1\n", " 1 85488.6 4.56e-05 -8.24e+04 0.76412\n", " 2 85486.8 1.09e-05 -8.23e+04 0.76412\n", " 3 85324 0.000985 -8.29e+04 0.76412\n", " 4 85055.8 0.00162 -8.32e+04 0.76412\n", " 5 84934.4 0.000739 -8.24e+04 0.76412\n", " 6 84809.8 0.00076 -8.23e+04 0.76412\n", " 7 84086.6 0.00435 -8.44e+04 0.76412\n", " 8 83919.3 0.00104 -8.06e+04 0.76412\n", " 9 83910.3 5.61e-05 -8.08e+04 0.76412\n", " 10 83881.7 0.000177 -8.07e+04 0.76412\n", " 11 83862.7 0.000118 -8.07e+04 0.76412\n", " 12 83234.2 0.00393 -7.93e+04 0.76412\n", " 13 90802.4 0.418 2.52e+05 0.76412\n", " 14 54452.6 0.432 1.82e+04 1.52824\n", " 15 42101.9 0.132 -4.17e+04 1.52824\n", " 16 35396.3 0.0719 -5.57e+04 1.52824\n", " 17 11646.4 0.208 -8.85e+04 1.52824\n", " 18 11634.3 0.000606 -9.97e+03 1.52824\n", " 19 8544.8 0.162 -9.08e+03 1.52824\n", " 20 8240.25 0.0369 1.37e+06 1.52824\n", " 21 6058.88 0.162 -6.82e+03 1.52824\n", " 22 2928.76 0.314 -5.17e+03 1.52824\n", " 23 1860.29 0.494 540 1.52824\n", " 24 2451.26 0.953 9.93e+03 1.52824\n", " 25 1745.28 1 80.9 3.05648\n", " 26 1687.68 1 26.2 2.63095\n", " 27 4318.26 0.455 6.34e+04 0.876982\n", " 28 2841.95 0.691 1.46e+04 1.75396\n", " 29 1660.37 1 34.1 7.01585\n", " 30 3201.11 0.557 1.56e+04 2.33862\n", " 31 3232.04 0.734 1.1e+04 4.67724\n", " 32 1613.6 0.609 -8.96 18.7089\n", " 33 1576.62 1 11.4 18.7089\n", " 34 1556.2 1 -5.61 13.7806\n", " 35 6233.34 0.779 1.11e+05 4.59353\n", " 36 1584.66 1 252 9.18705\n", " 37 1549.48 1 -3.37 36.7482\n", " 38 1548.28 1 62.6 12.2494\n", " 39 1522.52 1 4.64 18.9394\n", " 40 1521.84 0.0474 -7.18 6.31313\n", " 41 1512.35 1 -0.121 6.31313\n", " 42 1503.13 1 -2.01 2.10438\n", " 43 1498.44 0.988 -0.532 0.701459\n", " 44 1491.63 1 -2.71 0.701459\n", " 45 1491.51 0.00339 -18.2 0.23382\n", " 46 1485.41 1 3.46 0.23382\n", " 47 1476.93 1 0.409 0.244026\n", " 48 1961.85 1 4.44e+03 0.0813419\n", " 49 1481.13 1 13.7 0.162684\n", " 50 1475.47 1 0.429 0.650735\n", " 51 2202.79 1 3.36e+03 0.650825\n", " 52 1507.04 1 86.2 1.30165\n", " 53 1474.03 1 -0.0289 5.2066\n", " 54 1473.93 1 1.41 2.9628\n", " 55 1472.33 1 -0.306 4.83789\n", " 56 1472.25 1 0.857 1.61263\n", " 57 1471.25 1 -0.232 2.44686\n", " 58 1472.12 1 2.8 0.815619\n", " 59 1470.87 1 -0.00376 1.63124\n", " 60 1470.34 1 -0.0686 1.55962\n", " 61 1469.73 1 -0.0155 1.4486\n", " 62 1468.96 1 0.0253 1.40338\n", " 63 1468.12 1 0.454 1.35738\n", " 64 1467.27 1 1.27 1.35684\n", " 65 1466.45 1 2.07 1.37158\n", " 66 1464.75 1 1.06 1.49179\n", " 67 1464.45 0.0702 -2 1.49179\n", " 68 1462.95 1 0.301 1.49179\n", " 69 1461.83 1 -0.0938 1.47243\n", " 70 1461.26 1 -0.0674 1.28101\n", " 71 1460.89 1 -0.0797 1.10693\n", " 72 1460.65 1 -0.0566 0.834293\n", " 73 1460.47 1 -0.0516 0.643484\n", " 74 1460.34 1 -0.0388 0.458795\n", " 75 1460.24 1 -0.0318 0.360751\n", " 76 1460.16 1 -0.0243 0.282928\n", " 77 1460.1 1 -0.0193 0.231399\n", " 78 1460.06 1 -0.0152 0.187174\n", " 79 1460.02 1 -0.0121 0.152217\n", " 80 1460 1 -0.00971 0.122749\n", " 81 1459.97 1 -0.00778 0.0987943\n", " 82 1459.96 1 -0.00627 0.079137\n", " 83 1459.94 1 -0.00805 0.0633223\n", " 84 1459.92 1 -0.00885 0.0425133\n", " 85 1459.89 1 -0.00849 0.0259208\n", " 86 1459.88 1 0.0229 0.0163961\n", " 87 1459.86 1 0.00202 0.020693\n", " 88 1459.87 1 0.0359 0.0197567\n", " 89 1459.86 1 0.0278 0.0395135\n", " 90 1459.85 1 0.0136 0.158054\n", " 91 1461.83 1 5.61 0.204449\n", " 92 1459.83 1 0.194 0.408898\n", " 93 1459.64 1 -0.0604 0.554796\n", " 94 1445.81 0.209 44.4 0.184932\n", " 95 1421.41 0.157 -76.6 0.184932\n", " 96 1437.24 0.982 39 0.184932\n", " 97 1434.09 1 37.6 0.369864\n", " 98 1419.69 1 20.6 1.47946\n", " 99 1402 1 1.56 2.34081\n", " 100 1402.14 1 1.97 0.780269\n", " 101 1401.48 1 0.471 1.56054\n", " 102 1401.15 1 -0.0598 1.49734\n", " 103 1401.09 1 0.0566 0.558967\n", " 104 1400.88 1 -0.0652 0.55948\n", " 105 1400.26 1 -0.304 0.186493\n", " 106 1397.33 0.389 -3.66 0.0621645\n", " 107 1429.21 0.61 84.2 0.0621645\n", " 108 1429.76 0.902 57.1 0.124329\n", " 109 1397.95 1 1.36 0.497316\n", " 110 1397.18 1 -0.0406 3.97853\n", " 111 1397.13 1 0.00187 1.32618\n", " 112 1397.11 1 -0.00738 1.17157\n", " 113 1397.1 1 -0.00131 0.658313\n", " 114 1397.08 1 -0.00492 0.619414\n", " 115 1397.06 1 -0.00785 0.206471\n", " 116 1397.04 1 -0.00737 0.142161\n", " 117 1397.03 1 0.00462 0.10604\n", " 118 1397.08 1 0.109 0.106041\n", " 119 1397.03 1 0.0103 0.212083\n", " 120 1397.02 1 0.000138 0.292082\n", " 121 1397.02 1 -0.00108 0.282414\n", " 122 1397.01 1 -0.000253 0.229839\n", " 123 1397.01 1 8.19e-05 0.224189\n", " 124 1397.01 1 0.00119 0.222316\n", " 125 1397.01 1 0.00167 0.223009\n", " 126 1397 1 0.00315 0.225718\n", " 127 1397 1 0.00177 0.277754\n", " 128 1397 1 0.000759 0.27929\n", " 129 1397 1 0.00044 0.27929\n", " 130 1397 1 0.000334 0.279269\n", " 131 1397 1 0.000137 0.279268\n", " 132 1397 1 6.62e-05 0.278785\n", " 133 1396.99 1 -2.48e-05 0.277948\n", " 134 1396.99 1 -6.01e-05 0.274311\n", " 135 1396.99 1 -9.71e-05 0.268788\n", " 136 1396.99 1 -0.000103 0.25856\n", " 137 1396.99 1 -0.000102 0.247696\n", " 138 1396.99 1 -6.76e-05 0.236453\n", " 139 1396.99 1 -2.17e-05 0.230145\n", " 140 1396.99 1 6.45e-05 0.227311\n", " 141 1396.99 1 0.000142 0.227111\n", " 142 1396.99 1 0.000266 0.227111\n", " 143 1396.99 1 0.000365 0.228183\n", " 144 1396.99 1 0.00051 0.231854\n", " 145 1396.99 1 0.000506 0.246899\n", " 146 1396.99 1 0.000453 0.257691\n", " 147 1396.99 1 0.000336 0.266755\n", " 148 1396.99 1 0.000262 0.269568\n", " 149 1396.99 1 0.000182 0.27147\n", " 150 1396.99 1 0.000134 0.271816\n", " 151 1396.98 1 8.31e-05 0.271911\n", " 152 1396.98 1 5.12e-05 0.271911\n", " 153 1396.98 1 1.93e-05 0.27185\n", " 154 1396.98 1 -1.67e-06 0.271141\n", " 155 1396.98 1 -2.11e-05 0.269227\n", " 156 1396.98 1 -3.3e-05 0.264564\n", " 157 1396.98 1 -4.19e-05 0.257243\n", " 158 1396.98 1 -4.32e-05 0.247025\n", " 159 1396.98 1 -3.84e-05 0.236927\n", " 160 1396.98 1 -2.11e-05 0.228774\n", " 161 1396.98 1 4.32e-06 0.224923\n", " 162 1396.98 1 4.46e-05 0.223826\n", " 163 1396.98 1 8.68e-05 0.22381\n", " 164 1396.98 1 0.00015 0.223875\n", " 165 1396.98 1 0.000207 0.226115\n", " 166 1396.98 1 0.000275 0.232618\n", " 167 1396.98 1 0.000269 0.250183\n", " 168 1396.98 1 0.000231 0.262712\n", " 169 1396.98 1 0.00017 0.271743\n", " 170 1396.98 1 0.000127 0.27486\n", " 171 1396.98 1 8.43e-05 0.27642\n", " 172 1396.98 1 5.53e-05 0.276618\n", " 173 1396.98 1 2.87e-05 0.276623\n", " 174 1396.98 1 9.93e-06 0.276552\n", " 175 1396.98 1 -6.64e-06 0.275865\n", " 176 1396.98 1 -1.84e-05 0.272922\n", " 177 1396.98 1 -2.78e-05 0.266367\n", " 178 1396.98 1 -3.32e-05 0.254705\n", " 179 1396.98 1 -3.48e-05 0.239949\n", " 180 1396.98 1 -2.86e-05 0.22548\n", " 181 1396.98 1 -1.29e-05 0.21642\n", " 182 1396.98 1 1.78e-05 0.213171\n", " 183 1396.98 1 5.78e-05 0.213019\n", " 184 1396.98 1 0.00012 0.213094\n", " 185 1396.98 1 0.000186 0.217513\n", " 186 1396.98 1 0.000246 0.23292\n", " 187 1396.98 1 0.000204 0.266071\n", " 188 1396.98 1 0.000143 0.279759\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Parameters converged to within tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 1.3378e+06\n", " 1 538741 0.449 -3.9e+05 25.6242\n", " 2 415743 0.122 -4.77e+05 25.6242\n", " 3 395500 0.0249 -4.01e+05 25.6242\n", " 4 76050.9 0.533 -1.99e+05 25.6242\n", " 5 37999.6 0.304 -5.24e+04 25.6242\n", " 6 27781.6 0.152 -3.15e+04 25.6242\n", " 7 22307 0.111 -2.38e+04 25.6242\n", " 8 2282.72 0.681 5.46e+03 25.6242\n", " 9 1903.21 0.688 1.14e+03 25.6242\n", " 10 1649.39 1 219 25.6242\n", " 11 1550.26 1 23.7 16.3287\n", " 12 1461.62 1 45 6.46316\n", " 13 1439.65 1 21.2 4.14438\n", " 14 1425.07 1 0.967 4.04243\n", " 15 1421.06 1 0.0393 3.07879\n", " 16 1419.21 1 -0.496 1.99379\n", " 17 1418.06 1 3.04 0.794127\n", " 18 1416.49 0.666 0.0883 0.807628\n", " 19 1415.09 1 0.305 0.807628\n", " 20 1413.39 1 -0.436 0.807497\n", " 21 1412.48 1 -0.313 0.587426\n", " 22 1411.87 1 -0.247 0.327219\n", " 23 1411.59 0.167 -0.831 0.163971\n", " 24 1410.82 1 0.209 0.163971\n", " 25 3990.04 0.358 2.24e+05 0.054657\n", " 26 3991.99 0.511 1.64e+05 0.109314\n", " 27 1415.47 1 29.3 0.437256\n", " 28 1409.76 1 -0.286 3.49805\n", " 29 1409.76 1.37e-05 -0.66 1.16602\n", " 30 1408.41 1 -0.574 1.16602\n", " 31 1413 1 17.9 0.388672\n", " 32 1415.53 1 30.2 0.777343\n", " 33 1407 1 -0.666 3.10937\n", " 34 1410.25 1 16.2 1.03646\n", " 35 1405 1 0.51 2.07292\n", " 36 1403.31 0.947 -0.0708 1.11268\n", " 37 1402.91 1 -0.107 1.11268\n", " 38 1402.84 0.105 -0.348 0.370893\n", " 39 1402.26 1 -0.252 0.370893\n", " 40 1401.52 1 -0.32 0.214446\n", " 41 1400.48 1 -0.461 0.138345\n", " 42 1398.29 1 -1.01 0.0870297\n", " 43 1388.81 1 -4.61 0.0498001\n", " 44 1369.29 0.101 -95.3 0.0176325\n", " 45 1042.44 1 -80.8 0.0176325\n", " 46 1042.34 0.00124 -43.1 0.00587751\n", " 47 1078.5 0.207 597 0.00587751\n", " 48 1076.61 0.378 337 0.011755\n", " 49 1015.24 1 22.1 0.0470201\n", " 50 1019.7 0.106 69.3 0.0459543\n", " 51 1015.65 0.159 21.3 0.0919086\n", " 52 1007.06 0.398 -5.81 0.367634\n", " 53 999.923 1 0.0689 0.367634\n", " 54 999.912 1 0.26 0.122545\n", " 55 1000.06 1 0.477 0.208911\n", " 56 999.772 1 -0.00858 0.417821\n", " 57 999.721 1 -0.0102 0.339863\n", " 58 999.676 1 -0.018 0.113288\n", " 59 999.634 1 -0.0182 0.0814653\n", " 60 999.57 1 -0.0287 0.0552989\n", " 61 999.296 1 -0.124 0.027967\n", " 62 998.878 0.0769 -2.51 0.00932235\n", " 63 1047.02 0.455 211 0.00932235\n", " 64 1011.44 0.812 42.2 0.0186447\n", " 65 995.548 1 -1.63 0.0745788\n", " 66 995.032 0.0957 74.7 0.0248596\n", " 67 1059.6 0.355 532 0.0248596\n", " 68 1061.36 0.519 388 0.0497192\n", " 69 998.663 1 17.4 0.198877\n", " 70 988.965 1 -0.524 1.59101\n", " 71 988.9 1 0.0644 0.530338\n", " 72 988.842 1 -0.00149 0.530314\n", " 73 988.825 1 -0.0026 0.455342\n", " 74 988.821 1 -0.00146 0.257848\n", " 75 988.814 1 -0.00352 0.0859494\n", " 76 988.795 1 -0.00507 0.0286498\n", " 77 988.806 0.306 0.107 0.0206752\n", " 78 988.868 0.613 0.236 0.0413504\n", " 79 988.8 1 0.0176 0.165402\n", " 80 988.792 1 -0.000543 1.32321\n", " 81 988.79 1 -0.000837 0.441071\n", " 82 988.786 1 -0.00179 0.2538\n", " 83 988.778 0.664 -0.00585 0.0846001\n", " 84 988.766 1 -0.00601 0.0846001\n", " 85 988.711 1 -0.0268 0.0282\n", " 86 988.154 1 -0.207 0.00940002\n", " 87 1065.24 0.0784 2.62e+03 0.00415214\n", " 88 1065.22 0.137 1.51e+03 0.00830429\n", " 89 1065.25 0.516 401 0.0332172\n", " 90 987.296 1 -0.303 0.265737\n", " 91 983.688 0.518 -3.37 0.144341\n", " 92 996.958 1 24.4 0.144341\n", " 93 985.053 1 2.69 0.288682\n", " 94 983.474 1 -0.0368 1.15473\n", " 95 983.509 1 0.0975 0.384909\n", " 96 983.45 1 -0.00198 0.769819\n", " 97 983.442 1 -0.00164 0.516656\n", " 98 983.439 1 -0.00146 0.200346\n", " 99 983.432 1 -0.00291 0.066782\n", " 100 983.63 1 0.383 0.0262715\n", " 101 983.484 1 0.104 0.0525431\n", " 102 983.432 1 0.00128 0.210172\n", " 103 983.43 1 -0.000159 0.235961\n", " 104 983.428 1 -0.000418 0.22584\n", " 105 983.427 1 -0.000497 0.180918\n", " 106 983.425 1 -3.87e-05 0.131138\n", " 107 983.427 1 0.00645 0.128966\n", " 108 983.424 1 5.77e-05 0.257933\n", " 109 983.423 1 -0.000467 0.256766\n", " 110 983.421 1 -0.00074 0.146217\n", " 111 983.42 1 0.00214 0.0624317\n", " 112 983.731 1 0.645 0.0636892\n", " 113 983.456 1 0.0744 0.127378\n", " 114 983.417 1 -0.00045 0.509514\n", " 115 983.416 1 -0.000319 0.41338\n", " 116 983.414 1 -0.000896 0.137793\n", " 117 983.409 1 -0.00267 0.0459311\n", " 118 983.407 0.151 -0.008 0.0153104\n", " 119 983.406 1 -0.000446 0.0153104\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Norm of gradient less than tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 2.32472e+06\n", " 1 2.32455e+06 4.15e-05 -2.1e+06 2.26219e+06\n", " 2 2.32444e+06 2.56e-05 -2.1e+06 2.26219e+06\n", " 3 669571 0.634 -7.18e+05 2.26219e+06\n", " 4 336021 0.381 -3.24e+05 2.26219e+06\n", " 5 258680 0.16 -2.17e+05 2.26219e+06\n", " 6 44886.1 1 -4.11e+04 2.26219e+06\n", " 7 43273.5 0.0342 -2.31e+04 777082\n", " 8 18985 1 -4.2e+03 777082\n", " 9 16859.9 1 -364 259027\n", " 10 16684.1 0.152 -572 86342.4\n", " 11 16283.4 0.364 -538 86342.4\n", " 12 15565.9 0.718 -482 86342.4\n", " 13 14690.3 1 -421 86342.4\n", " 14 12782.8 1 -863 28780.8\n", " 15 10553.3 0.772 -1.21e+03 9593.6\n", " 16 9290.16 0.852 -616 9593.6\n", " 17 8785.47 0.652 -345 9593.6\n", " 18 8314.46 1 -199 9593.6\n", " 19 7799.24 1 -187 3197.87\n", " 20 7559.54 0.729 -129 1325.98\n", " 21 7547.5 0.0768 -76 1325.98\n", " 22 7421.01 1 -54.7 1325.98\n", " 23 7195.79 1 -109 441.992\n", " 24 6729.61 1 -220 147.331\n", " 25 6658.66 0.147 2.85e+04 49.1102\n", " 26 5736.25 0.739 -127 49.1102\n", " 27 5004.31 0.519 -769 49.1102\n", " 28 4368.58 1 -55.8 49.1102\n", " 29 4332.68 0.0282 -650 16.3701\n", " 30 7393.63 0.382 1.47e+05 16.3701\n", " 31 4224.51 0.59 1.15e+04 32.7401\n", " 32 4744.12 1 8.32e+03 32.7401\n", " 33 3225.2 1 2e+03 65.4803\n", " 34 2642.96 0.79 -88.6 61.9448\n", " 35 2591.01 1 -18.3 61.9448\n", " 36 2530.61 1 -24 20.6483\n", " 37 2482.87 1 -21.4 6.88276\n", " 38 3037.28 0.83 8.86e+03 2.29425\n", " 39 2476.89 0.0879 -33.5 4.58851\n", " 40 2462.8 1 48.3 4.58851\n", " 41 2389.22 0.646 -56.7 4.61317\n", " 42 2481.25 0.405 5.12e+03 4.61317\n", " 43 2465.02 0.793 2.68e+03 9.22633\n", " 44 2352.65 1 -14.9 36.9053\n", " 45 2452.47 0.55 3.34e+03 12.3018\n", " 46 2328.05 1 641 24.6035\n", " 47 2028.54 0.59 244 24.6036\n", " 48 1596.02 0.954 -17.4 24.6036\n", " 49 1570.97 1 -4.45 24.6036\n", " 50 1553.01 1 -6.42 8.20121\n", " 51 1519.99 0.505 -22.9 2.73374\n", " 52 1598.36 0.971 817 2.73374\n", " 53 1482.07 1 -10.9 5.46747\n", " 54 2147.73 0.684 7.26e+03 1.89329\n", " 55 1522.27 1 359 3.78658\n", " 56 1458.39 1 -9.45 15.1463\n", " 57 1443.88 1 52.6 5.04877\n", " 58 1408.54 1 -6.99 5.07467\n", " 59 1402.34 1 3.41 2.02096\n", " 60 1395.94 0.582 -3.34 2.02193\n", " 61 1391.6 1 -1 2.02193\n", " 62 1389.16 1 -0.789 1.85163\n", " 63 1387.52 1 -0.614 1.47482\n", " 64 1386.07 1 -0.539 0.949519\n", " 65 1384.85 1 -0.429 0.539094\n", " 66 1383.93 1 -0.34 0.354621\n", " 67 1379.44 0.164 -12.8 0.276345\n", " 68 1377.01 1 -0.602 0.276345\n", " 69 1375.7 1 -0.219 0.193518\n", " 70 1375.1 0.474 -0.479 0.187656\n", " 71 1374.69 0.353 -0.493 0.187656\n", " 72 1373.93 1 -0.254 0.187656\n", " 73 1373.03 1 -0.337 0.159176\n", " 74 1372.88 0.0804 -0.901 0.134018\n", " 75 1371.32 1 -0.661 0.134018\n", " 76 1366.88 1 -2.12 0.098196\n", " 77 1363.8 0.0819 -18.5 0.0526487\n", " 78 1361.98 0.0283 -31.9 0.0526487\n", " 79 1360.4 0.0195 -40.5 0.0526487\n", " 80 1269.41 1 -42.5 0.0526487\n", " 81 976.349 1 -11.3 0.0175496\n", " 82 1378.55 0.252 3.42e+03 0.00584985\n", " 83 1373.63 0.558 1.5e+03 0.0116997\n", " 84 979.145 1 6.59 0.0467988\n", " 85 974.501 1 -0.147 0.374391\n", " 86 974.368 1 0.131 0.124797\n", " 87 974.191 1 -0.0306 0.133286\n", " 88 974.134 1 -0.0036 0.116318\n", " 89 974.097 1 -0.00677 0.114739\n", " 90 974.079 1 -0.00233 0.104444\n", " 91 974.067 1 -0.00228 0.0975316\n", " 92 974.058 1 -0.00169 0.0867434\n", " 93 974.051 1 -0.00169 0.0772582\n", " 94 974.045 1 -0.00147 0.0657853\n", " 95 974.039 1 -0.0015 0.0557261\n", " 96 974.034 1 -0.00142 0.0450438\n", " 97 974.029 1 -0.0015 0.0361076\n", " 98 974.024 1 -0.00149 0.0273432\n", " 99 974.02 1 -0.00161 0.0204747\n", " 100 974.015 1 -0.00167 0.0142609\n", " 101 974.01 1 -0.0018 0.00982662\n", " 102 974.006 1 -0.00188 0.00625241\n", " 103 974.001 1 -0.00191 0.00397309\n", " 104 973.997 1 -0.00188 0.00239623\n", " 105 973.993 1 -0.00155 0.00147683\n", " 106 973.991 1 -0.00111 0.000836558\n", " 107 973.988 1 -0.00108 0.000393766\n", " 108 973.985 1 -0.00122 0.000199257\n", " 109 973.983 1 -0.00108 0.000128013\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Norm of gradient less than tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 65444.1\n", " 1 65438.8 4.17e-05 -6.27e+04 2.32431\n", " 2 65436.8 1.64e-05 -6.27e+04 2.32431\n", " 3 42565.2 0.148 -8.56e+04 2.32431\n", " 4 41624.5 0.0118 -3.98e+04 2.32431\n", " 5 35901.4 0.0745 -3.78e+04 2.32431\n", " 6 20613.9 0.248 -2.79e+04 2.32431\n", " 7 12095.2 0.249 -1.5e+04 2.32431\n", " 8 3747.45 0.339 -1.26e+04 2.32431\n", " 9 3233.01 0.116 -2.25e+03 2.32431\n", " 10 1797.08 0.438 -1.27e+03 2.32431\n", " 11 1491.29 0.612 -78.5 2.32431\n", " 12 1470.99 1 -1.73 2.32431\n", " 13 2110.21 1 2.45e+03 0.774769\n", " 14 1611.89 1 465 1.54954\n", " 15 1451.01 1 3.53 6.19815\n", " 16 1442.5 0.396 -8.37 4.84702\n", " 17 1438.86 1 -0.13 4.84702\n", " 18 1764.37 0.731 3.51e+03 1.61567\n", " 19 1488.83 1 218 3.23135\n", " 20 1436.55 1 0.101 12.9254\n", " 21 1434.25 1 -0.648 7.37272\n", " 22 1432.34 1 -0.0289 3.72484\n", " 23 1430.91 1 0.0841 3.16508\n", " 24 1429.88 1 0.125 3.00871\n", " 25 1429.1 1 0.0267 2.9517\n", " 26 1428.54 1 -0.0221 2.86459\n", " 27 1428.14 1 -0.0507 2.73604\n", " 28 1427.86 1 -0.0541 2.51661\n", " 29 1427.65 1 -0.0526 2.22208\n", " 30 1427.48 1 -0.0501 1.85996\n", " 31 1427.34 1 -0.05 1.47294\n", " 32 1427.19 1 -0.0527 1.09106\n", " 33 1427.04 0.98 -0.0622 0.752674\n", " 34 1426.94 1 -0.0424 0.752674\n", " 35 1426.77 1 -0.0725 0.293242\n", " 36 1426.53 1 -0.109 0.186694\n", " 37 1426.52 0.02 -0.324 0.0799917\n", " 38 1425.96 1 -0.269 0.0799917\n", " 39 1422.52 1 -1.56 0.0266639\n", " 40 1406.11 0.0864 5.41e+05 0.0138938\n", " 41 1399.78 0.0333 -90 0.0138938\n", " 42 1391.54 0.024 -168 0.0138938\n", " 43 1362.24 0.0624 -228 0.0138938\n", " 44 1013.17 1 -35.6 0.0138938\n", " 45 1013.11 0.00171 3.8 0.00463126\n", " 46 1257.19 0.142 3.8e+03 0.00463126\n", " 47 1252.17 0.269 1.94e+03 0.00926252\n", " 48 1807.34 0.936 1.69e+04 0.0370501\n", " 49 1010.95 0.0727 -14.2 0.296401\n", " 50 1008.44 0.0995 -11.9 0.296401\n", " 51 997.64 1 -0.544 0.296401\n", " 52 1000.14 1 5.81 0.0988002\n", " 53 997.5 1 0.292 0.1976\n", " 54 997.294 1 -0.0357 0.199235\n", " 55 995.552 0.0746 -10.4 0.129864\n", " 56 995.316 0.0109 -10.6 0.129864\n", " 57 1118.61 1 313 0.129864\n", " 58 1004.63 1 30.8 0.259728\n", " 59 988.04 1 0.472 1.03891\n", " 60 985.926 1 -0.128 0.801729\n", " 61 985.432 1 -0.0861 0.65076\n", " 62 985.189 1 -0.0731 0.621135\n", " 63 985.054 1 -0.049 0.544409\n", " 64 984.958 1 -0.0369 0.461474\n", " 65 984.884 1 -0.029 0.373823\n", " 66 984.824 1 -0.0232 0.297457\n", " 67 984.776 1 -0.0183 0.236683\n", " 68 984.737 1 -0.014 0.190837\n", " 69 984.706 1 -0.0105 0.1573\n", " 70 984.685 1 -0.00638 0.132398\n", " 71 984.672 1 -0.00356 0.109474\n", " 72 984.661 1 -0.00273 0.0941597\n", " 73 984.652 1 -0.00218 0.0802876\n", " 74 984.644 1 -0.00195 0.0684727\n", " 75 984.638 1 -0.00181 0.0572403\n", " 76 984.632 1 -0.00174 0.0467684\n", " 77 984.626 1 -0.00175 0.0371412\n", " 78 984.621 1 -0.00171 0.0281146\n", " 79 984.616 1 -0.0019 0.0210473\n", " 80 984.61 1 -0.00175 0.0139666\n", " 81 984.606 1 -0.00165 0.0103141\n", " 82 984.605 0.247 -0.00212 0.00698412\n", " 83 984.603 0.312 -0.00185 0.00698412\n", " 84 984.601 1 -0.00124 0.00698412\n", " 85 984.595 1 -0.00231 0.00232804\n", " 86 984.591 1 -0.00188 0.00152814\n", " 87 984.587 1 -0.00161 0.000964321\n", " 88 984.584 1 -0.00138 0.000609209\n", " 89 984.581 1 -0.00119 0.000384916\n", " 90 984.579 1 -0.00102 0.000243224\n", " 91 984.577 1 -0.000875 0.000153703\n", " 92 984.575 1 -0.00075 9.71358e-05\n", " 93 984.573 1 -0.000644 6.13899e-05\n", " 94 984.573 0.259 -0.00069 3.87998e-05\n", " 95 984.572 1 -0.000483 3.87998e-05\n", " 96 984.571 1 -0.000463 2.26983e-05\n", " 97 984.57 0.64 -0.000441 1.43663e-05\n", " 98 984.57 0.989 -0.000287 1.43663e-05\n", " 99 984.569 1 -0.000193 1.43663e-05\n", " 100 984.568 1 -0.000296 5.83721e-06\n", " 101 984.568 1 -0.000252 3.70598e-06\n", " 102 984.567 1 -0.000217 2.3423e-06\n", " 103 984.567 0.0625 -0.000247 1.48065e-06\n", " 104 984.567 1 -0.00018 1.48065e-06\n", " 105 984.567 1 -0.000159 9.18868e-07\n", " 106 984.566 1 -0.000136 5.81055e-07\n", " 107 984.566 1 -0.000117 3.67292e-07\n", " 108 984.566 1 -0.0001 2.32199e-07\n", " 109 984.566 1 -8.6e-05 1.46785e-07\n", " 110 984.565 1 -7.38e-05 9.27864e-08\n", " 111 984.565 1 -6.34e-05 5.86635e-08\n", " 112 984.565 1 -5.44e-05 3.70801e-08\n", " 113 984.565 1 -4.67e-05 2.34406e-08\n", " 114 984.565 1 -4.01e-05 1.48179e-08\n", " 115 984.565 1 -3.44e-05 9.36981e-09\n", " 116 984.565 1 -2.95e-05 5.91918e-09\n", " 117 984.565 1 -2.53e-05 3.74384e-09\n", " 118 984.565 1 -2.17e-05 2.36781e-09\n", " 119 984.565 1 -1.87e-05 1.49499e-09\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Norm of gradient less than tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 144018\n", " 1 144013 1.72e-05 -1.4e+05 6.23877\n", " 2 144006 2.47e-05 -1.4e+05 6.23877\n", " 3 144003 1.01e-05 -1.4e+05 6.23877\n", " 4 143998 1.79e-05 -1.4e+05 6.23877\n", " 5 143993 1.78e-05 -1.4e+05 6.23877\n", " 6 143986 2.79e-05 -1.4e+05 6.23877\n", " 7 143308 0.00242 -1.4e+05 6.23877\n", " 8 141778 0.00548 -1.4e+05 6.23877\n", " 9 130865 0.0389 -1.42e+05 6.23877\n", " 10 130659 0.000812 -1.27e+05 6.23877\n", " 11 128277 0.0094 -1.27e+05 6.23877\n", " 12 36585.9 0.353 -1.67e+05 6.23877\n", " 13 9220.35 0.496 -2.51e+04 6.23877\n", " 14 2204.41 0.888 -1.39e+03 6.23877\n", " 15 1649.94 0.604 -261 6.23877\n", " 16 1443.4 1 -27.3 6.23877\n", " 17 1426.35 1 -1.53 2.07959\n", " 18 1419 1 -1.88 1.63079\n", " 19 1416.7 1 -0.543 0.670111\n", " 20 1416.18 0.31 -0.7 0.594738\n", " 21 1415.27 1 -0.301 0.594738\n", " 22 1416.16 1 65.5 0.28668\n", " 23 1401.5 1 -3.94 0.57336\n", " 24 1754.19 0.709 5.68e+03 0.316885\n", " 25 1406.86 1 56.6 0.633769\n", " 26 1396.96 1 -1.36 2.53508\n", " 27 1395.15 0.419 -2 0.845025\n", " 28 1419.56 1 114 0.845025\n", " 29 1393.06 1 0.713 1.69005\n", " 30 1392.76 1 5.81 1.15464\n", " 31 1389.06 1 -0.302 1.82796\n", " 32 1388.39 1 -0.237 0.60932\n", " 33 1390.77 0.575 10.1 0.480133\n", " 34 1386.39 0.439 137 0.960266\n", " 35 1391.82 1 22.2 0.960266\n", " 36 1379.56 1 1.67 1.92053\n", " 37 1377.37 1 -0.421 1.59571\n", " 38 1376.07 1 -0.442 1.41723\n", " 39 1374.89 1 -0.212 0.684156\n", " 40 1373.24 1 -0.351 0.670238\n", " 41 1370.87 1 -0.774 0.665937\n", " 42 1367.91 1 -1.15 0.630182\n", " 43 1362.98 1 -2.2 0.493482\n", " 44 1354.92 0.428 -9.21 0.269515\n", " 45 1312.65 1 -20.5 0.269515\n", " 46 1252.88 0.15 -190 0.0898382\n", " 47 1214.67 0.0828 -222 0.0898382\n", " 48 977.28 1 -17.7 0.0898382\n", " 49 982.567 1 10.3 0.0299461\n", " 50 978.735 1 4.41 0.0598921\n", " 51 975.067 1 0.061 0.239569\n", " 52 974.517 1 -0.124 0.224766\n", " 53 974.367 1 -0.0489 0.20021\n", " 54 974.281 1 -0.0321 0.183062\n", " 55 974.224 0.835 0.0197 0.145298\n", " 56 975.477 1 2.63 0.145298\n", " 57 974.235 1 0.0926 0.290596\n", " 58 974.181 1 -0.00645 1.16239\n", " 59 974.181 1 0.0318 0.387462\n", " 60 974.171 1 -0.0032 0.774924\n", " 61 974.161 1 0.00202 0.510298\n", " 62 974.147 1 -0.00246 0.506029\n", " 63 974.136 1 -0.00021 0.442266\n", " 64 974.125 1 -0.00154 0.42675\n", " 65 974.116 1 -0.000647 0.38727\n", " 66 974.108 1 -0.00117 0.366742\n", " 67 974.1 1 -0.000787 0.33443\n", " 68 974.093 1 -0.00101 0.311559\n", " 69 974.087 1 -0.000815 0.282982\n", " 70 974.081 1 -0.000917 0.260066\n", " 71 974.076 1 -0.000808 0.234668\n", " 72 974.071 1 -0.000862 0.213123\n", " 73 974.066 1 -0.000798 0.190768\n", " 74 974.062 1 -0.000833 0.171238\n", " 75 974.057 1 -0.000798 0.151716\n", " 76 974.053 1 -0.000829 0.134362\n", " 77 974.049 1 -0.000816 0.117387\n", " 78 974.045 1 -0.000852 0.102144\n", " 79 974.042 1 -0.00086 0.0874446\n", " 80 974.038 1 -0.000909 0.0742142\n", " 81 974.034 1 -0.00094 0.0616355\n", " 82 974.031 1 -0.00101 0.0504262\n", " 83 974.027 1 -0.00107 0.0400211\n", " 84 974.023 1 -0.00117 0.0310346\n", " 85 974.019 1 -0.00127 0.0230654\n", " 86 974.015 1 -0.00142 0.0166089\n", " 87 974.011 1 -0.00156 0.0113226\n", " 88 974.007 1 -0.00171 0.00745881\n", " 89 974.002 1 -0.00183 0.00465673\n", " 90 973.998 1 -0.00185 0.00285672\n", " 91 973.994 1 -0.00174 0.0017241\n", " 92 973.991 1 -0.00117 0.00104819\n", " 93 973.989 1 -0.00109 0.000500007\n", " 94 973.986 1 -0.0011 0.000247462\n", " 95 973.984 1 -0.00107 0.000139421\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Norm of gradient less than tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 82376.7\n", " 1 71102.1 0.0851 -3.12e+04 0.226711\n", " 2 71099.9 1.67e-05 -6.83e+04 0.226711\n", " 3 69284.3 0.0134 -6.68e+04 0.226711\n", " 4 66844 0.0186 -6.49e+04 0.226711\n", " 5 56213.2 0.0857 -6.06e+04 0.226711\n", " 6 34417.9 0.21 -4.98e+04 0.226711\n", " 7 22246.3 0.181 -3.26e+04 0.226711\n", " 8 22084.7 0.00392 -2.07e+04 0.226711\n", " 9 7933.91 0.248 -3.6e+04 0.226711\n", " 10 5487.87 0.167 -8.53e+03 0.226711\n", " 11 5177.98 0.0396 -4.02e+03 0.226711\n", " 12 1876.45 0.404 -1.53e+03 0.226711\n", " 13 1673.27 0.924 -25.9 0.226711\n", " 14 1652.65 1 7.29 0.226711\n", " 15 1651.05 1 3.47 0.0924422\n", " 16 1649.39 0.452 -1.74 0.0890299\n", " 17 1647.46 1 0.213 0.0890299\n", " 18 1643.29 0.941 -6.02 0.0296766\n", " 19 1655.62 0.866 133 0.0296766\n", " 20 1659.39 0.943 149 0.0593533\n", " 21 1639.83 1 5.46 0.237413\n", " 22 1637.29 0.165 -7.83 0.0791377\n", " 23 1636.67 1 0.0572 0.0791377\n", " 24 1595.93 1 -3.56 0.0577225\n", " 25 1582.25 1 -2.25 0.0492773\n", " 26 1581.01 0.424 0.649 0.0189507\n", " 27 1579.7 1 -0.0689 0.0189507\n", " 28 1577.05 0.834 -136 0.00631689\n", " 29 1557.1 0.0533 -1.23e+03 0.00631689\n", " 30 1587.33 0.503 354 0.00631689\n", " 31 1541.76 1 433 0.0126338\n", " 32 1433.45 0.621 14.6 0.018352\n", " 33 1430.28 1 0.0123 0.018352\n", " 34 1429.56 1 0.272 0.00611734\n", " 35 1429.49 1 0.0957 0.00608557\n", " 36 1428.94 0.0529 -5.17 0.00608636\n", " 37 1428.89 0.0365 -0.588 0.00608636\n", " 38 1428.69 1 0.121 0.00608636\n", " 39 1428.66 1 0.0514 0.00608595\n", " 40 1416.58 1 -0.803 0.00612185\n", " 41 1418.05 1 3.3 0.00515411\n", " 42 1429.65 0.3 81.7 0.0103082\n", " 43 1429.44 0.553 43 0.0412329\n", " 44 1413.4 1 1.41 0.329863\n", " 45 1412.15 1 -0.237 0.328046\n", " 46 1411.94 1 -0.0581 0.247017\n", " 47 1409.38 1 -1.29 0.226399\n", " 48 1404.99 0.133 -18.1 0.0754664\n", " 49 1418.52 1 62.3 0.0754664\n", " 50 1418.83 1 64.6 0.150933\n", " 51 1405.48 1 14.1 0.603731\n", " 52 1402.62 1 -0.759 4.82985\n", " 53 1398.96 1 0.616 1.60995\n", " 54 1397.13 1 -0.394 1.41322\n", " 55 1395.33 0.885 -0.687 0.471074\n", " 56 1393.86 1 -0.501 0.471074\n", " 57 1392.99 1 -0.209 0.304116\n", " 58 1392.79 1 -0.0468 0.207907\n", " 59 1390.51 0.0865 -12.9 0.0916191\n", " 60 1389.7 1 0.0851 0.0916191\n", " 61 1388.67 0.634 38 0.0492227\n", " 62 1385.12 1 -0.0673 0.0492227\n", " 63 1385.16 1 0.205 0.0164076\n", " 64 1385.12 1 0.104 0.0328152\n", " 65 1382.67 1 -0.378 0.060165\n", " 66 1381.4 0.073 -8.04 0.0581942\n", " 67 1505.48 0.27 1.75e+03 0.0581942\n", " 68 1427.7 0.463 324 0.116388\n", " 69 1379.47 0.774 2.54 0.465554\n", " 70 1400.15 1 57.6 0.465554\n", " 71 1378.57 1 0.618 0.931108\n", " 72 1381.59 0.551 11.2 0.925291\n", " 73 1379.05 0.842 1.98 1.85058\n", " 74 1377.9 1 -0.111 7.40233\n", " 75 1378.33 0.803 1.41 2.46744\n", " 76 1377.85 1 0.0857 4.93489\n", " 77 1377.8 0.726 0.16 4.98759\n", " 78 1378.7 1 2.18 4.98759\n", " 79 1377.61 1 0.0149 9.97518\n", " 80 1377.61 1 0.333 9.49782\n", " 81 1377.42 1 -0.0526 18.9956\n", " 82 1377.89 1 1.25 7.87014\n", " 83 1377.33 1 0.0249 15.7403\n", " 84 1377.21 1 0.0134 15.4868\n", " 85 1377.06 1 -0.0208 14.989\n", " 86 1376.95 1 -0.0224 12.4089\n", " 87 1376.86 1 -0.0224 9.41369\n", " 88 1376.8 1 -0.0155 5.94034\n", " 89 1376.76 1 -0.0114 3.40856\n", " 90 1376.73 1 -0.00881 1.14531\n", " 91 1376.73 0.0536 -0.0135 0.389435\n", " 92 1376.73 1 8.02e-06 0.389435\n", " 93 1403.6 1 51.6 0.372278\n", " 94 1378.49 1 3.53 0.744556\n", " 95 1376.72 1 0.00704 2.97822\n", " 96 1376.7 1 -0.00479 2.97811\n", " 97 1376.69 1 0.00172 1.86555\n", " 98 1376.68 1 -0.00519 1.84771\n", " 99 1376.67 1 0.00338 1.01385\n", " 100 1376.65 1 -0.0059 1.01211\n", " 101 1376.65 1 0.0436 0.451962\n", " 102 1376.64 1 -0.00367 0.903925\n", " 103 1376.62 1 0.00239 0.645086\n", " 104 1376.61 1 -0.00268 0.641196\n", " 105 1376.59 1 -0.000293 0.59\n", " 106 1376.57 0.54 -0.00921 0.574446\n", " 107 1376.57 1 -0.000101 0.574446\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Parameters converged to within tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 235657\n", " 1 194570 0.0821 -2.87e+05 1.03621\n", " 2 172621 0.0593 -1.79e+05 1.03621\n", " 3 103769 0.23 -1.29e+05 1.03621\n", " 4 16160.7 0.4 -8.76e+04 1.03621\n", " 5 2703.66 0.409 -7.54e+03 1.03621\n", " 6 2654.67 0.0733 1.87e+06 1.03621\n", " 7 1607.15 0.415 -945 1.03621\n", " 8 2986.46 1 1.04e+04 1.03621\n", " 9 1875.77 1 2.03e+03 2.07242\n", " 10 1467 1 131 8.28967\n", " 11 1404.33 1 5.62 5.90065\n", " 12 1403.92 0.0528 -3.77 2.26507\n", " 13 1400.18 1 -0.265 2.26507\n", " 14 1399.53 1 -0.24 0.755022\n", " 15 1398.68 1 -0.11 0.314662\n", " 16 1397.94 1 -0.27 0.313886\n", " 17 1391.19 1 -1.25 0.131604\n", " 18 1389.89 0.146 -4.2 0.0553844\n", " 19 1388.51 0.102 -6.5 0.0553844\n", " 20 1383.94 0.247 -6.93 0.0553844\n", " 21 1379.75 0.0708 -24.9 0.0553844\n", " 22 1376.43 0.0282 -53.7 0.0553844\n", " 23 1324.97 0.692 -36.5 0.0553844\n", " 24 1301.53 0.042 -253 0.0553844\n", " 25 1062.74 1 -7.57 0.0553844\n", " 26 1036.05 0.24 -45 0.0458082\n", " 27 993.502 1 -2.8 0.0458082\n", " 28 1001.91 1 19.9 0.0152694\n", " 29 993.828 1 2.03 0.0305388\n", " 30 992.685 1 -0.0797 0.122155\n", " 31 992.401 1 -0.0249 0.10956\n", " 32 3041.28 1 8.71e+03 0.109242\n", " 33 1293.5 1 686 0.218484\n", " 34 1000.45 1 16.7 0.873937\n", " 35 991.493 1 -0.224 6.9915\n", " 36 990.908 1 0.38 2.3305\n", " 37 989.859 1 -0.153 2.33344\n", " 38 988.912 1 -0.222 2.272\n", " 39 988.126 1 -0.226 2.11484\n", " 40 987.487 1 -0.207 1.89017\n", " 41 986.971 1 -0.18 1.62869\n", " 42 986.555 1 -0.152 1.36174\n", " 43 986.216 1 -0.128 1.11049\n", " 44 985.94 1 -0.107 0.887921\n", " 45 985.714 1 -0.088 0.700268\n", " 46 985.53 1 -0.0718 0.548287\n", " 47 985.383 1 -0.0577 0.428629\n", " 48 985.266 1 -0.0456 0.335721\n", " 49 985.175 1 -0.0355 0.263718\n", " 50 985.105 1 -0.0274 0.207689\n", " 51 985.056 1 -0.0199 0.16386\n", " 52 985.027 1 -0.0121 0.121471\n", " 53 985.001 1 -0.0109 0.0656404\n", " 54 984.981 1 -0.00851 0.0413364\n", " 55 984.964 1 -0.00704 0.0249864\n", " 56 984.97 1 0.031 0.0156444\n", " 57 984.96 1 0.00227 0.0312888\n", " 58 986.881 1 3.37 0.0312887\n", " 59 985.197 1 0.424 0.0625773\n", " 60 984.958 1 0.00115 0.250309\n", " 61 984.955 1 -0.000445 0.250879\n", " 62 984.953 1 -0.000966 0.0836262\n", " 63 984.948 1 -0.00234 0.0278754\n", " 64 984.903 1 -0.00821 0.0092918\n", " 65 1437.07 0.653 3.15e+03 0.00774132\n", " 66 1437.06 0.946 2.17e+03 0.0154826\n", " 67 986.297 1 3.17 0.0619305\n", " 68 984.891 1 -0.00272 0.495444\n", " 69 984.886 1 0.000415 0.165148\n", " 70 984.875 1 -0.00436 0.162601\n", " 71 984.844 1 -0.0138 0.0542004\n", " 72 986.593 1 3.29 0.0180668\n", " 73 985.063 1 0.505 0.0361336\n", " 74 984.823 1 -0.0067 0.144535\n", " 75 984.781 1 -0.0169 0.105049\n", " 76 984.78 1 0.153 0.0494697\n", " 77 985.966 1 2.98 0.0964009\n", " 78 984.646 1 0.0375 0.192802\n", " 79 984.389 1 -0.0901 0.191592\n", " 80 983.589 1 -0.359 0.063864\n", " 81 982.491 1 0.74 0.021288\n", " 82 1454.76 0.44 5.33e+03 0.0207356\n", " 83 1454.11 0.744 3.17e+03 0.0414712\n", " 84 983.249 1 2.85 0.165885\n", " 85 981.677 1 -0.0315 1.32708\n", " 86 981.586 0.00422 -10.7 0.44236\n", " 87 976.518 0.239 -10.8 0.44236\n", " 88 974.44 1 -0.311 0.44236\n", " 89 974.311 0.0976 -0.642 0.147453\n", " 90 974.112 1 0.0767 0.147453\n", " 91 974.107 1 0.0753 0.126867\n", " 92 974.033 1 -0.00473 0.218873\n", " 93 974.031 1 0.00033 0.0729577\n", " 94 974.039 1 0.0151 0.0699353\n", " 95 974.031 1 0.00112 0.139871\n", " 96 974.031 1 -1.52e-05 0.559483\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Parameters converged to within tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 28563\n", " 1 28561.9 2.06e-05 -2.69e+04 0.224685\n", " 2 28560.2 3.19e-05 -2.69e+04 0.224685\n", " 3 28558.6 2.95e-05 -2.69e+04 0.224685\n", " 4 28557.8 1.43e-05 -2.69e+04 0.224685\n", " 5 28553.3 8.4e-05 -2.69e+04 0.224685\n", " 6 28550.9 4.34e-05 -2.69e+04 0.224685\n", " 7 28539.6 0.00021 -2.69e+04 0.224685\n", " 8 27319.5 0.0221 -2.83e+04 0.224685\n", " 9 23863.3 0.0518 -4e+04 0.224685\n", " 10 23467.1 0.00847 -2.47e+04 0.224685\n", " 11 23229.1 0.0053 -2.32e+04 0.224685\n", " 12 18106.3 0.0735 -5.43e+04 0.224685\n", " 13 13553.9 0.0885 -3.9e+04 0.224685\n", " 14 10705.3 0.0883 -2.13e+04 0.224685\n", " 15 8944.85 0.096 2.75e+05 0.224685\n", " 16 5356.18 0.204 -1.01e+04 0.224685\n", " 17 2919.19 0.298 -3.96e+03 0.224685\n", " 18 2402.66 0.163 -1.78e+03 0.224685\n", " 19 6360.96 0.39 6.12e+05 0.224685\n", " 20 2176.62 0.397 6.4e+03 0.449371\n", " 21 1769.95 0.43 -294 0.449371\n", " 22 1597.94 0.551 18 0.449371\n", " 23 1906.25 0.907 3.71e+03 0.449371\n", " 24 1578.59 1 25.1 0.898742\n", " 25 1570.32 1 3.83 0.880213\n", " 26 1568.26 0.589 85 0.646616\n", " 27 1544.79 1 1.18 0.646616\n", " 28 1510.53 1 1.66 0.215539\n", " 29 1505.82 1 7.14 0.166524\n", " 30 1503.48 1 0.217 0.153093\n", " 31 1540.14 1 72.8 0.0647862\n", " 32 1534.5 1 59.8 0.129572\n", " 33 1497.51 0.903 8.89 0.51829\n", " 34 1489.96 1 -0.0669 0.51829\n", " 35 1489.52 1 -0.0392 0.172763\n", " 36 1489.11 1 -0.195 0.0620153\n", " 37 1481.97 0.435 -6.33 0.0206718\n", " 38 1477.56 1 2.23 0.0206718\n", " 39 1471.68 0.266 19.9 0.0206457\n", " 40 1465.97 0.242 -11.7 0.0206457\n", " 41 3824.86 0.966 1.61e+05 0.0206457\n", " 42 1463.44 1 1.93 0.0412914\n", " 43 1461.19 0.267 -1.85 0.0412913\n", " 44 3948.26 0.675 1.19e+05 0.0412913\n", " 45 1511.57 1 387 0.0825827\n", " 46 1460.55 1 -0.0312 0.330331\n", " 47 1460.38 1 0.499 0.258527\n", " 48 1461.38 1 3.6 0.28069\n", " 49 1460.08 1 0.33 0.56138\n", " 50 1459.72 1 0.0901 0.592993\n", " 51 1459.65 1 0.319 0.572169\n", " 52 1459.47 0.374 -0.184 0.69648\n", " 53 1459.36 1 -0.00851 0.69648\n", " 54 1459.25 1 -0.0302 0.23216\n", " 55 1462.89 1 5.2 0.0773867\n", " 56 1445.81 0.12 -55.3 0.154773\n", " 57 1437.04 0.0642 -68.7 0.154773\n", " 58 1415.21 0.174 -59.7 0.154773\n", " 59 1406.76 0.408 -5.2 0.154773\n", " 60 1401.27 1 0.163 0.154773\n", " 61 1400.1 1 0.572 0.139749\n", " 62 1399.4 1 -0.0383 0.139749\n", " 63 1403.89 1 18.9 0.0751446\n", " 64 1463.99 0.914 228 0.150289\n", " 65 1399.46 1 3.14 0.601157\n", " 66 1398.04 1 -0.238 4.80925\n", " 67 1397.51 1 -0.0259 1.76642\n", " 68 1397.19 1 -0.0959 1.39371\n", " 69 1397.16 1 0.188 0.464571\n", " 70 1397.02 1 -0.0235 0.564904\n", " 71 1397 1 -0.00667 0.223376\n", " 72 1396.99 1 -0.00115 0.0744586\n", " 73 1396.98 0.123 -0.00285 0.0549374\n", " 74 1396.98 1 0.00082 0.0549374\n", " 75 1397.2 1 0.403 0.0549116\n", " 76 1397.02 1 0.0724 0.109823\n", " 77 1396.98 1 -0.000102 0.439293\n", " 78 1396.98 1 -0.000168 0.419883\n", " 79 1396.98 1 -0.000378 0.139961\n", " 80 1396.98 1 -0.000852 0.0466537\n", " 81 1396.98 1 0.00722 0.0197966\n", " 82 1396.98 1 0.00237 0.0395932\n", " 83 1396.98 1 -7.52e-05 0.158373\n", " 84 1396.98 1 5.41e-05 0.146932\n", " 85 1396.98 0.368 -0.000164 0.146846\n", " 86 1396.98 1 -0.000203 0.146846\n", " 87 1396.97 1 -0.000531 0.0489487\n", " 88 1396.97 1 -0.000514 0.0163162\n", " 89 1397.38 1 0.867 0.0144829\n", " 90 1397.13 1 0.322 0.0289658\n", " 91 1396.98 1 0.0123 0.115863\n", " 92 1396.97 1 -8.34e-05 0.926906\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Parameters converged to within tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 17227.7\n", " 1 17180.6 0.00156 -1.53e+04 0.238379\n", " 2 17141.5 0.00131 -1.52e+04 0.238379\n", " 3 17130.1 0.000383 -1.49e+04 0.238379\n", " 4 16809.9 0.0098 -1.8e+04 0.238379\n", " 5 16762 0.00162 -1.5e+04 0.238379\n", " 6 16450.8 0.00984 -1.72e+04 0.238379\n", " 7 16166.7 0.00951 -1.57e+04 0.238379\n", " 8 16079.9 0.00309 -1.43e+04 0.238379\n", " 9 15688.1 0.0134 -1.54e+04 0.238379\n", " 10 15351.2 0.0122 -1.43e+04 0.238379\n", " 11 15010.7 0.013 -1.36e+04 0.238379\n", " 12 14361.4 0.0246 -1.45e+04 0.238379\n", " 13 12852.5 0.0462 -2.37e+04 0.238379\n", " 14 11776.2 0.0396 -1.76e+04 0.238379\n", " 15 11428.2 0.0165 -1.12e+04 0.238379\n", " 16 11062.3 0.0181 -1.06e+04 0.238379\n", " 17 9406.64 0.0672 -1.68e+04 0.238379\n", " 18 7897.62 0.11 2.31e+04 0.238379\n", " 19 7036.56 0.0612 -7.8e+03 0.238379\n", " 20 3327.4 0.271 1.66e+03 0.238379\n", " 21 2884.03 0.356 5.51e+03 0.238379\n", " 22 2554.71 0.214 -844 0.238379\n", " 23 2167.82 0.421 -337 0.238379\n", " 24 2022.16 0.722 498 0.238379\n", " 25 2003.26 1 83 0.238379\n", " 26 2166.5 0.589 2.76e+03 0.238559\n", " 27 2144.06 0.519 3.54e+03 0.477118\n", " 28 2221.57 0.922 2.26e+03 1.90847\n", " 29 1890.41 1 -16.6 15.2678\n", " 30 1687.5 1 26.7 5.08926\n", " 31 1687.47 9.29e-05 -175 5.08361\n", " 32 1553.42 0.628 -67.1 5.08361\n", " 33 1506.65 1 -10.7 5.08361\n", " 34 1493.64 1 -3.55 2.96586\n", " 35 1486.03 1 -2.31 2.7814\n", " 36 1456.51 0.479 -18.6 1.86298\n", " 37 1434.97 1 -3.21 1.86298\n", " 38 1420.57 1 23.3 0.620993\n", " 39 1785.78 0.657 2.74e+03 0.206998\n", " 40 1649.82 0.963 980 0.413995\n", " 41 1417.38 1 21.7 1.65598\n", " 42 1406.02 0.949 -1.66 2.01795\n", " 43 1405.18 1 -0.194 2.01795\n", " 44 1403.26 1 -0.519 1.08468\n", " 45 1403.17 0.0419 -1.06 0.766572\n", " 46 1401.77 1 -0.482 0.766572\n", " 47 1398.36 0.0989 -15.6 0.527453\n", " 48 1394.53 0.125 -13.4 0.527453\n", " 49 1384.71 1 -2.06 0.527453\n", " 50 1380.18 1 -1.17 0.506986\n", " 51 1378.42 1 -0.482 0.471781\n", " 52 1377.83 1 -0.166 0.435015\n", " 53 1377.64 1 -0.0613 0.368935\n", " 54 1379.02 1 2.82 0.265732\n", " 55 1375.09 1 -0.734 0.531463\n", " 56 1372.89 1 -0.499 0.366656\n", " 57 1372.4 1 -0.0686 0.129791\n", " 58 1372.32 1 0.0227 0.0950939\n", " 59 1372.32 1.17e-05 -5.45 0.0945695\n", " 60 1372.29 0.239 -0.0465 0.0945695\n", " 61 1372.25 1 -0.0094 0.0945695\n", " 62 1372.22 1 0.00399 0.0828765\n", " 63 1372.18 1 -0.0178 0.0827644\n", " 64 1373.06 1 7.43 0.0431906\n", " 65 1372.12 1 -0.0288 0.0863812\n", " 66 1666.54 0.524 1.74e+04 0.0287937\n", " 67 1430.52 1 913 0.0575875\n", " 68 1372.07 1 -0.0208 0.23035\n", " 69 1391.28 1 168 0.0767833\n", " 70 1372.03 1 0.088 0.153567\n", " 71 1373.77 1 6.61 0.152445\n", " 72 1371.93 1 0.00548 0.304891\n", " 73 1372.29 1 1.25 0.252587\n", " 74 1371.84 1 -0.0186 0.505173\n", " 75 1372.28 1 1.34 0.29571\n", " 76 1371.79 1 -0.000804 0.59142\n", " 77 1371.78 1 0.103 0.515896\n", " 78 1371.68 1 -0.00897 0.751252\n", " 79 1371.7 1 0.124 0.612859\n", " 80 1371.64 1 -0.0141 1.22572\n", " 81 1371.83 1 0.522 0.496148\n", " 82 1371.62 1 0.00533 0.992296\n", " 83 1371.59 1 0.00428 0.979856\n", " 84 1371.57 1 0.00672 0.965098\n", " 85 1371.55 1 0.00633 0.961207\n", " 86 1371.52 1 0.00549 0.95758\n", " 87 1371.51 1 0.00414 0.953652\n", " 88 1371.49 1 0.00285 0.947686\n", " 89 1371.47 1 0.00179 0.938444\n", " 90 1371.46 1 0.001 0.924668\n", " 91 1371.45 1 0.000462 0.905678\n", " 92 1371.44 1 0.000102 0.881321\n", " 93 1371.43 1 -0.000131 0.852064\n", " 94 1371.42 1 -0.000278 0.818786\n", " 95 1371.41 1 -0.000368 0.782607\n", " 96 1371.41 1 -0.000422 0.744663\n", " 97 1371.4 1 -0.000452 0.705976\n", " 98 1371.39 1 -0.000467 0.667377\n", " 99 1371.39 1 -0.000471 0.629496\n", " 100 1371.38 1 -0.000468 0.592779\n", " 101 1371.38 1 -0.000461 0.55752\n", " 102 1371.37 1 -0.000452 0.523894\n", " 103 1371.37 1 -0.00044 0.491991\n", " 104 1371.36 1 -0.000427 0.461835\n", " 105 1371.36 1 -0.000413 0.433411\n", " 106 1371.35 1 -0.000398 0.406671\n", " 107 1371.35 1 -0.000384 0.381551\n", " 108 1371.34 1 -0.00037 0.357973\n", " 109 1371.34 1 -0.000355 0.335855\n", " 110 1371.34 1 -0.000341 0.315111\n", " 111 1371.33 1 -0.000328 0.295656\n", " 112 1371.33 1 -0.000315 0.277407\n", " 113 1371.33 1 -0.000302 0.260285\n", " 114 1371.32 1 -0.00029 0.244212\n", " 115 1371.32 1 -0.000278 0.229119\n", " 116 1371.32 1 -0.000267 0.214936\n", " 117 1371.32 1 -0.000256 0.201603\n", " 118 1371.31 1 -0.000246 0.189061\n", " 119 1371.31 1 -0.000237 0.177256\n", " 120 1371.31 1 -0.000227 0.16614\n", " 121 1371.31 1 -0.000219 0.155667\n", " 122 1371.3 1 -0.000215 0.145795\n", " 123 1371.3 1 -0.000209 0.136378\n", " 124 1371.3 0.166 -0.00136 0.127461\n", " 125 1371.3 1 -0.000576 0.127461\n", " 126 1371.3 1 -0.00131 0.0424868\n", " 127 1371.29 1 -0.00149 0.0254011\n", " 128 1371.29 1 -0.00135 0.0182038\n", " 129 1371.29 1 -0.00107 0.0138685\n", " 130 1371.29 1 -0.000554 0.0111355\n", " 131 1371.28 1 0.000829 0.0104059\n", " 132 1371.29 1 0.00443 0.0109648\n", " 133 1371.29 1 0.00397 0.0219296\n", " 134 1371.28 1 0.00184 0.0877185\n", " 135 1371.28 1 0.000916 0.150858\n", " 136 1371.28 1 0.000305 0.163445\n", " 137 1371.28 1 7.78e-05 0.168303\n", " 138 1371.28 1 4.34e-06 0.168738\n", " 139 1371.28 1 -1.88e-05 0.167681\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Norm of gradient less than tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 386210\n", " 1 386201 1.24e-05 -3.79e+05 0.561698\n", " 2 386026 0.000231 -3.79e+05 0.561698\n", " 3 380567 0.00716 -3.84e+05 0.561698\n", " 4 380102 0.000623 -3.74e+05 0.561698\n", " 5 359316 0.0252 -4.59e+05 0.561698\n", " 6 307925 0.0666 -3.09e+05 0.561698\n", " 7 249993 0.0703 -5.57e+05 0.561698\n", " 8 206938 0.0699 -3.87e+05 0.561698\n", " 9 155774 0.0985 -3.28e+05 0.561698\n", " 10 103695 0.135 -2.46e+05 0.561698\n", " 11 85855.2 0.0936 -8.93e+04 0.561698\n", " 12 70471.9 0.0829 -1.1e+05 0.561698\n", " 13 32562 0.217 -1.41e+05 0.561698\n", " 14 3305.44 0.505 -1.83e+03 0.561698\n", " 15 4095.23 0.525 3.86e+04 0.561698\n", " 16 4322.99 0.657 2.97e+04 1.1234\n", " 17 2552.36 1 2.12e+03 4.49359\n", " 18 5115.33 1 1.28e+04 4.43573\n", " 19 3298.91 1 4.86e+03 8.87146\n", " 20 2328.8 1 1.36e+03 35.4858\n", " 21 1834.1 1 6.65 38.0058\n", " 22 1782.74 1 -16.6 18.944\n", " 23 1767.02 0.29 -27.1 6.31468\n", " 24 1708.44 1 -37.3 6.31468\n", " 25 1615 0.622 1.64e+03 2.10489\n", " 26 1599.95 0.0501 -149 2.10489\n", " 27 1479.57 0.576 1.11e+03 2.10489\n", " 28 1444.29 0.587 -19.8 2.10489\n", " 29 1435.84 0.336 -11 2.10489\n", " 30 1440.17 1 51.7 2.10489\n", " 31 1427.33 1 -0.936 4.20979\n", " 32 1922.14 0.952 2.94e+03 1.40326\n", " 33 1424.88 1 9.39 2.80653\n", " 34 1424.15 0.0182 -20 3.06953\n", " 35 1402.93 0.845 -6.87 3.06953\n", " 36 1395.54 1 -1.29 3.06953\n", " 37 1391.3 1 -1.25 2.78974\n", " 38 1387.95 1 -0.961 2.07423\n", " 39 1386.45 1 -0.502 1.31795\n", " 40 1384.81 1 -0.641 0.861301\n", " 41 1384.79 0.00808 -1.08 0.623735\n", " 42 1383.01 1 -0.723 0.623735\n", " 43 1379.76 1 -1.29 0.397783\n", " 44 1377.39 0.366 -2.51 0.200717\n", " 45 1378.13 1 2.28 0.200717\n", " 46 1376.63 1 0.191 0.401435\n", " 47 1376.61 1 1.16 0.401435\n", " 48 1375.35 0.829 -0.343 0.759631\n", " 49 1375.02 1 -0.0586 0.759631\n", " 50 1374.97 1 -0.0139 0.25321\n", " 51 1372.38 0.152 -8.4 0.17587\n", " 52 1371.54 1 -0.0991 0.17587\n", " 53 1371.42 1 0.0406 0.0586233\n", " 54 1371.39 0.751 0.00804 0.0571714\n", " 55 1371.34 1 -0.00465 0.0571714\n", " 56 1371.33 1 -0.00153 0.0238286\n", " 57 1371.33 1 0.00635 0.023742\n", " 58 1371.33 1 0.0218 0.0280532\n", " 59 1371.33 1 0.0156 0.0561064\n", " 60 1371.32 1 0.0024 0.224426\n", " 61 1371.32 1 0.00012 0.224577\n", " 62 1371.32 1 -0.000169 0.223911\n", " 63 1371.32 1 -0.000268 0.168593\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Norm of gradient less than tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 348422\n", " 1 348392 4.43e-05 -3.43e+05 2.18826\n", " 2 347745 0.000942 -3.44e+05 2.18826\n", " 3 342545 0.00752 -3.5e+05 2.18826\n", " 4 306035 0.0495 -3.99e+05 2.18826\n", " 5 305758 0.000461 -3.01e+05 2.18826\n", " 6 297652 0.013 -3.24e+05 2.18826\n", " 7 292915 0.00797 -3.04e+05 2.18826\n", " 8 177225 0.127 -7.11e+05 2.18826\n", " 9 97006.1 0.184 -2.71e+05 2.18826\n", " 10 50900.3 0.215 -1.24e+05 2.18826\n", " 11 46322.9 0.0473 -4.81e+04 2.18826\n", " 12 3470.93 0.456 -8.92e+03 2.18826\n", " 13 2501.2 0.376 -383 2.18826\n", " 14 2089.64 0.864 1.04e+04 2.18826\n", " 15 1734.31 0.802 601 2.18826\n", " 16 1579.83 1 52 2.18826\n", " 17 1565.09 1 4 0.938237\n", " 18 1460.83 1 -11.7 0.744023\n", " 19 3264.44 0.734 9.16e+04 0.277943\n", " 20 1476.74 1 139 0.555886\n", " 21 1447.53 1 12.5 2.22354\n", " 22 1438.7 1 -0.452 2.15151\n", " 23 1433.52 1 4.79 1.16286\n", " 24 1432.68 0.45 14.2 0.588569\n", " 25 1424.63 1 -1.3 0.588569\n", " 26 1422.9 1 -0.326 0.415168\n", " 27 1422.79 0.133 -0.386 0.257683\n", " 28 1422.46 1 0.0136 0.257683\n", " 29 1422 1 -0.176 0.257423\n", " 30 1421.05 1 -0.571 0.0858078\n", " 31 1420.41 0.133 -2.69 0.0286026\n", " 32 1420.16 1 0.15 0.0286026\n", " 33 1420.27 1 0.473 0.0286229\n", " 34 1420.21 1 0.367 0.0572457\n", " 35 1420.06 1 0.106 0.228983\n", " 36 1420.04 1 0.0347 0.230135\n", " 37 1431.49 0.27 125 0.244109\n", " 38 1432.03 0.311 113 0.488218\n", " 39 1467.87 0.638 164 1.95287\n", " 40 1416.48 1 2.34 15.623\n", " 41 1411.12 1 -1.69 15.6104\n", " 42 1407.6 1 -0.827 7.13649\n", " 43 1405.82 0.392 -1.92 6.04834\n", " 44 1403.3 1 -0.582 6.04834\n", " 45 1401.33 1 -0.312 5.25398\n", " 46 1397.55 1 -1.33 5.02915\n", " 47 1393.39 1 -1.13 2.88831\n", " 48 1393.39 0.00021 -3.09 2.44551\n", " 49 1389.06 1 -1.55 2.44551\n", " 50 1384.95 1 -1.45 1.64095\n", " 51 1381.89 1 -0.927 1.05861\n", " 52 1380.41 1 -0.419 0.705434\n", " 53 1379.72 1 -0.171 0.590687\n", " 54 1379.25 1 -0.113 0.544705\n", " 55 1379.03 0.334 -0.274 0.501018\n", " 56 1378.81 1 -0.0391 0.501018\n", " 57 1378.62 1 -0.0476 0.474749\n", " 58 1378.46 1 -0.0417 0.421258\n", " 59 1378.31 1 -0.0502 0.372068\n", " 60 1378.12 1 -0.0726 0.296361\n", " 61 1381.37 1 23.1 0.169974\n", " 62 1377.89 1 -0.0916 0.339948\n", " 63 1815.27 0.586 1.48e+04 0.113316\n", " 64 1400 1 162 0.226632\n", " 65 1377.73 1 -0.0735 0.906528\n", " 66 1384.14 1 31.3 0.302176\n", " 67 1377.57 1 0.0588 0.604352\n", " 68 1380.18 1 9.4 0.460096\n", " 69 1377.36 1 -0.00214 0.920192\n", " 70 1377.77 1 1.62 0.731294\n", " 71 1377.17 1 -0.0529 1.46259\n", " 72 1378.44 1 3.75 0.71521\n", " 73 1377.06 1 0.0235 1.43042\n", " 74 1376.98 1 0.11 1.37823\n", " 75 1376.9 1 0.156 1.38525\n", " 76 1376.79 1 0.131 1.43516\n", " 77 1376.7 1 0.118 1.4463\n", " 78 1376.6 1 0.079 1.46103\n", " 79 1376.52 1 0.053 1.46196\n", " 80 1376.45 1 0.0313 1.46199\n", " 81 1376.4 1 0.0175 1.46172\n", " 82 1376.35 1 0.00918 1.45883\n", " 83 1376.32 1 0.00445 1.44955\n", " 84 1376.29 1 0.00181 1.43034\n", " 85 1376.27 1 0.000374 1.39889\n", " 86 1376.25 1 -0.000397 1.35503\n", " 87 1376.23 1 -0.0008 1.30073\n", " 88 1376.21 1 -0.001 1.23916\n", " 89 1376.2 1 -0.00109 1.17366\n", " 90 1376.19 1 -0.00112 1.10702\n", " 91 1376.17 1 -0.00112 1.04124\n", " 92 1376.16 1 -0.0011 0.977566\n", " 93 1376.15 1 -0.00107 0.916729\n", " 94 1376.14 1 -0.00104 0.859072\n", " 95 1376.13 1 -0.001 0.8047\n", " 96 1376.12 1 -0.000965 0.753587\n", " 97 1376.11 1 -0.00093 0.705623\n", " 98 1376.1 1 -0.000895 0.660664\n", " 99 1376.09 0.664 -0.00345 0.618546\n", " 100 1376.08 1 -0.0023 0.618546\n", " 101 1376.07 1 -0.00533 0.206182\n", " 102 1376.05 1 -0.00709 0.105813\n", " 103 1376.04 1 -0.00665 0.0742628\n", " 104 1376.03 1 -0.00529 0.0543858\n", " 105 1376.01 1 -0.00514 0.0326358\n", " 106 1376 1 -0.00501 0.0191998\n", " 107 1375.99 1 -0.00446 0.0118996\n", " 108 1375.98 1 -0.00381 0.00748162\n", " 109 1375.98 1 -0.00271 0.00503684\n", " 110 1375.97 1 -0.000621 0.00379857\n", " 111 1375.97 1 0.00534 0.00371864\n", " 112 1375.98 1 0.0237 0.00672267\n", " 113 1375.98 1 0.0218 0.0134453\n", " 114 1375.97 1 0.0131 0.0537813\n", " 115 1375.97 1 -0.000118 0.430251\n", " 116 1375.97 1 -6.68e-05 0.422064\n", " 117 1375.97 1 -4.97e-05 0.140688\n", " 118 1375.97 1 -7.55e-05 0.0682669\n", " 119 1375.97 1 -0.000217 0.0227556\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Norm of gradient less than tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 84310.9\n", " 1 84308.8 1.31e-05 -8.16e+04 0.236736\n", " 2 84305.4 2.06e-05 -8.16e+04 0.236736\n", " 3 68081.5 0.0965 -8.86e+04 0.236736\n", " 4 60384 0.0621 -6.01e+04 0.236736\n", " 5 58929.1 0.0127 -5.67e+04 0.236736\n", " 6 58774 0.00137 -5.66e+04 0.236736\n", " 7 57213.7 0.014 -5.48e+04 0.236736\n", " 8 50782.8 0.0619 -5.02e+04 0.236736\n", " 9 42467.4 0.0938 -4.11e+04 0.236736\n", " 10 39125.4 0.0401 -4.28e+04 0.236736\n", " 11 38443.5 0.0091 -3.77e+04 0.236736\n", " 12 37345.6 0.0149 -3.71e+04 0.236736\n", " 13 33781.1 0.0495 -3.64e+04 0.236736\n", " 14 26493.4 0.118 -2.97e+04 0.236736\n", " 15 13309.1 0.394 -1.06e+04 0.236736\n", " 16 12251.8 0.051 -9.14e+03 0.236736\n", " 17 10447.2 0.12 -5.35e+03 0.236736\n", " 18 8640.6 0.174 -3.08e+03 0.236736\n", " 19 8389.53 0.019 -6.06e+03 0.236736\n", " 20 5681.15 0.996 -300 0.236736\n", " 21 2418.49 0.765 -543 0.236736\n", " 22 1348.16 1 191 0.236736\n", " 23 6093.66 0.408 6.01e+06 0.123677\n", " 24 6083.34 0.74 3.07e+06 0.247354\n", " 25 1216.45 1 -19.2 0.989418\n", " 26 6046.6 0.716 1.41e+06 0.594301\n", " 27 1183.96 1 -12.3 1.1886\n", " 28 5923.56 0.424 5.62e+05 0.396201\n", " 29 5917.48 0.549 4.3e+05 0.792401\n", " 30 1172.8 1 23.8 3.16961\n", " 31 1163.89 1 -0.659 1.05654\n", " 32 1163.39 1 -0.0426 0.352178\n", " 33 1163.62 1 5.51 0.117393\n", " 34 1863.62 1 5.07e+03 0.234786\n", " 35 1158.75 1 0.491 0.939142\n", " 36 1154.44 1 0.0276 0.708591\n", " 37 1153.16 0.0875 -6.48 0.595884\n", " 38 1149.71 1 1.28 0.595884\n", " 39 1147.82 1 -0.258 0.543793\n", " 40 1147.05 1 -0.295 0.181264\n", " 41 1138.65 1 -3.78 0.0604214\n", " 42 1675.21 0.374 1.21e+04 0.0201405\n", " 43 1675.82 0.443 1.01e+04 0.040281\n", " 44 1843.47 0.853 6.39e+03 0.161124\n", " 45 1117 1 -9.13 1.28899\n", " 46 1738.18 1 4.24e+03 0.429664\n", " 47 1156.31 1 267 0.859327\n", " 48 1091.45 1 -6.77 3.43731\n", " 49 1082.81 1 -0.0728 2.10344\n", " 50 1079.62 1 -0.922 1.66253\n", " 51 1046.15 1 -1.33 0.554178\n", " 52 1048.03 1 5.55 0.184726\n", " 53 1045.61 1 0.147 0.369452\n", " 54 1045.64 1 0.365 0.340723\n", " 55 1045.41 1 -0.0285 0.681445\n", " 56 1044.14 1 -0.517 0.335133\n", " 57 1269.95 1 688 0.13245\n", " 58 1041.96 1 -1.01 0.2649\n", " 59 1039.29 0.171 -7.32 0.0883\n", " 60 1085.08 1 105 0.0883\n", " 61 1049.63 1 22.3 0.1766\n", " 62 1039.15 1 0.394 0.7064\n", " 63 1038.82 1 -0.0663 0.738632\n", " 64 1033.91 1 -1.88 0.266479\n", " 65 1025.87 0.577 -5.26 0.0954037\n", " 66 1017.07 1 -2.78 0.0954037\n", " 67 1017.09 0.752 26.7 0.0318012\n", " 68 1007.97 1 1.22 0.0636025\n", " 69 1005.9 0.0933 -6.28 0.0212008\n", " 70 1004.8 0.0816 -5.48 0.0212008\n", " 71 999.266 0.882 -0.236 0.0212008\n", " 72 997.398 1 -0.21 0.0212008\n", " 73 997.27 1 0.00809 0.00782998\n", " 74 997.337 1 0.151 0.00341772\n", " 75 997.282 1 0.0386 0.00683544\n", " 76 997.265 1 0.0046 0.0273417\n", " 77 1054.78 1 94.7 0.027341\n", " 78 1033.66 1 60.9 0.0546819\n", " 79 996.072 0.335 0.93 0.218728\n", " 80 1009.17 1 19.9 0.218728\n", " 81 999.086 1 5.28 0.437456\n", " 82 995.149 1 -0.18 1.74982\n", " 83 994.905 1 0.131 1.21543\n", " 84 994.559 1 0.017 1.21648\n", " 85 994.258 1 -0.0146 1.20644\n", " 86 994.008 1 -0.0276 1.1768\n", " 87 993.797 1 -0.0347 1.12799\n", " 88 993.618 1 -0.0377 1.05807\n", " 89 993.465 1 -0.0379 0.968766\n", " 90 993.334 1 -0.0363 0.865974\n", " 91 993.223 1 -0.0336 0.757349\n", " 92 993.129 1 -0.03 0.64907\n", " 93 993.052 1 -0.0262 0.547951\n", " 94 992.988 1 -0.0223 0.457219\n", " 95 992.936 1 -0.0186 0.378197\n", " 96 992.894 1 -0.0152 0.31075\n", " 97 992.861 1 -0.0123 0.253961\n", " 98 992.835 1 -0.00989 0.206561\n", " 99 992.814 1 -0.00792 0.167225\n", " 100 992.798 1 -0.00636 0.13474\n", " 101 992.785 1 -0.00511 0.108041\n", " 102 992.774 1 -0.00414 0.0861917\n", " 103 992.766 1 -0.00337 0.0683713\n", " 104 992.759 1 -0.00278 0.0538739\n", " 105 992.753 1 -0.00233 0.0421034\n", " 106 992.749 1 -0.00179 0.0325643\n", " 107 992.745 1 -0.00154 0.0217187\n", " 108 992.741 1 -0.00172 0.0120374\n", " 109 992.739 1 0.00213 0.00663732\n", " 110 1161.65 1 445 0.0066674\n", " 111 1006.89 1 31.5 0.0133348\n", " 112 992.816 1 0.149 0.0533392\n", " 113 992.737 1 -0.000316 0.426714\n", " 114 992.737 1 0.000483 0.142238\n", " 115 992.737 1 -6.2e-05 0.180978\n", " 116 992.736 1 -0.000172 0.0603259\n", " 117 992.735 1 -0.000495 0.0201086\n", " 118 992.732 1 -0.00119 0.00670288\n", " 119 1012.73 1 44.9 0.00311636\n", " 120 996.144 1 7.24 0.00623272\n", " 121 992.769 1 0.0736 0.0249309\n", " 122 992.732 1 -7.83e-05 0.199447\n", " 123 992.732 1 -7.9e-05 0.162856\n", " 124 992.732 1 -0.000236 0.0542854\n", " 125 992.73 1 -0.000751 0.0180951\n", " 126 992.732 1 0.0106 0.00603171\n", " 127 992.728 1 0.000563 0.0120634\n", " 128 992.728 0.0519 0.00365 0.012021\n", " 129 992.993 1 0.51 0.012021\n", " 130 992.752 1 0.047 0.024042\n", " 131 992.727 1 -0.000316 0.096168\n", " 132 992.726 1 -0.000364 0.0720705\n", " 133 992.725 0.239 -0.000795 0.0450278\n", " 134 992.723 1 -0.000824 0.0450278\n", " 135 992.719 1 -0.000278 0.0150093\n", " 136 998.339 1 11.1 0.0136482\n", " 137 993.235 1 1.01 0.0272965\n", " 138 992.719 1 0.00339 0.109186\n", " 139 992.714 1 -0.000842 0.174761\n", " 140 992.714 0.0865 -0.00219 0.0582535\n", " 141 992.709 1 -0.00222 0.0582535\n", " 142 992.691 1 -0.00914 0.0194178\n", " 143 994.747 1 4.55 0.00647261\n", " 144 992.89 1 0.522 0.0129452\n", " 145 992.673 1 -0.00612 0.0517809\n", " 146 992.808 1 0.353 0.0306233\n", " 147 992.652 1 0.00953 0.0612465\n", " 148 992.59 1 0.00992 0.0612165\n", " 149 992.6 0.987 0.392 0.060573\n", " 150 992.438 1 -0.0487 0.121146\n", " 151 992.279 0.227 -0.348 0.0812565\n", " 152 990.88 1 -0.684 0.0812565\n", " 153 989.322 0.243 31 0.0270855\n", " 154 989.729 0.597 20.5 0.0270855\n", " 155 979.08 0.635 -1.6 0.054171\n", " 156 1415.53 0.849 2.44e+03 0.054171\n", " 157 995.11 1 49.2 0.108342\n", " 158 974.249 1 -0.528 0.433368\n", " 159 974.834 1 1.39 0.144456\n", " 160 974.103 1 0.0107 0.288912\n", " 161 974.05 1 -0.00433 0.256278\n", " 162 974.049 1 0.000573 0.0854259\n", " 163 974.068 1 0.0377 0.0854191\n", " 164 974.049 1 0.00318 0.170838\n", " 165 974.048 1 -0.000122 0.683353\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Parameters converged to within tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 47806.5\n", " 1 47805.4 1.2e-05 -4.57e+04 1.03185\n", " 2 47803.7 1.92e-05 -4.57e+04 1.03185\n", " 3 47801 2.9e-05 -4.57e+04 1.03185\n", " 4 47797.6 3.7e-05 -4.57e+04 1.03185\n", " 5 47741.3 0.000614 -4.61e+04 1.03185\n", " 6 39700.5 0.0588 -9.29e+04 1.03185\n", " 7 39286.5 0.00545 -3.84e+04 1.03185\n", " 8 35308.8 0.0489 -4.43e+04 1.03185\n", " 9 33370.2 0.0261 -4.18e+04 1.03185\n", " 10 29781.7 0.0434 -5.48e+04 1.03185\n", " 11 28350.7 0.0223 -3.71e+04 1.03185\n", " 12 28350 1.31e-05 -2.62e+04 1.03185\n", " 13 26529 0.0352 -2.55e+04 1.03185\n", " 14 12472.8 0.153 -9.34e+04 1.03185\n", " 15 10961.5 0.0583 -1.53e+04 1.03185\n", " 16 9797.19 0.0555 -1.17e+04 1.03185\n", " 17 3009.06 0.252 -1.64e+04 1.03185\n", " 18 2959.1 0.478 2.49e+04 1.03185\n", " 19 2467.01 0.631 3.8e+03 1.03185\n", " 20 3841.89 0.758 4.32e+04 1.03185\n", " 21 2845.54 0.488 2.7e+03 2.0637\n", " 22 3056.16 1 2.52e+03 8.25479\n", " 23 1588.47 1 -62.4 66.0383\n", " 24 1500.22 1 7.03 22.0128\n", " 25 1474.52 1 1.82 11.4083\n", " 26 1458.04 1 -3.55 10.5816\n", " 27 1449.77 1 1.24 3.52721\n", " 28 1439.32 1 -3.46 3.36803\n", " 29 1426.24 1 -0.343 1.12268\n", " 30 1424.41 0.117 -7.3 0.743011\n", " 31 1419.45 1 -0.817 0.743011\n", " 32 1418.4 1 -0.101 0.24767\n", " 33 1418.35 1 1.84 0.195811\n", " 34 1433.79 1 59 0.313578\n", " 35 1417.31 1 0.0823 0.627156\n", " 36 1426.54 1 30 0.528995\n", " 37 1416.5 1 0.1 1.05799\n", " 38 1417.93 1 5.88 0.942196\n", " 39 1415.56 1 -0.265 1.88439\n", " 40 1426.93 1 32.4 0.792843\n", " 41 1415.13 1 0.766 1.58569\n", " 42 1414.43 1 1.08 1.59407\n", " 43 1413.13 1 0.488 1.60951\n", " 44 1411.77 1 -0.0535 1.60294\n", " 45 1410.81 1 -0.112 1.44464\n", " 46 1410.2 1 0.112 1.23923\n", " 47 1409.85 1 0.495 1.22371\n", " 48 1410 1 1.41 1.25465\n", " 49 1409.04 1 -0.136 2.5093\n", " 50 1408.84 1 0.352 1.97758\n", " 51 1408.13 1 -0.13 2.10682\n", " 52 1407.34 1 -0.3 1.81452\n", " 53 1406.01 1 -0.563 0.604839\n", " 54 1403.68 1 -0.776 0.201613\n", " 55 1402.01 1 -0.6 0.189094\n", " 56 1400.48 1 -0.571 0.166691\n", " 57 1400.46 0.0143 -0.784 0.148049\n", " 58 1399.25 1 -0.486 0.148049\n", " 59 1397.9 1 -0.487 0.123166\n", " 60 1395.4 1 -1.07 0.108595\n", " 61 1392.71 0.594 -0.493 0.089589\n", " 62 1354.53 1 -18.3 0.089589\n", " 63 1351.97 0.00484 -263 0.0305579\n", " 64 1023.78 1 -64.4 0.0305579\n", " 65 1023.47 0.00622 -23.5 0.010186\n", " 66 1023.41 0.00131 -24.9 0.010186\n", " 67 1021.39 0.0973 6.26 0.010186\n", " 68 1020.36 1 23.2 0.010186\n", " 69 1049.71 0.259 198 0.0178496\n", " 70 1049.45 0.298 175 0.0356993\n", " 71 1048.25 0.541 108 0.142797\n", " 72 1001.76 1 -1.94 1.14238\n", " 73 999.41 1 -0.391 0.605907\n", " 74 998.866 1 -0.204 0.201969\n", " 75 997.325 1 0.862 0.067323\n", " 76 991.777 0.287 8.63 0.0669804\n", " 77 988.272 0.433 -0.504 0.0669804\n", " 78 987.834 0.329 2.88 0.0669804\n", " 79 986.165 1 2.3 0.0669804\n", " 80 1050.92 0.571 194 0.0677086\n", " 81 1050.83 0.919 123 0.135417\n", " 82 984.793 1 0.608 0.541669\n", " 83 983.464 1 -0.0135 0.541665\n", " 84 983.451 1 0.00584 0.180555\n", " 85 983.443 1 0.00162 0.175837\n", " 86 983.442 0.106 -0.00661 0.175234\n", " 87 983.438 1 0.00094 0.175234\n", " 88 983.437 1 0.00468 0.175171\n", " 89 983.434 1 0.00104 0.257647\n", " 90 983.43 1 -0.00068 0.257639\n", " 91 983.429 1 -0.000591 0.173077\n", " 92 983.427 1 0.000329 0.129307\n", " 93 983.431 1 0.00907 0.129294\n", " 94 983.426 1 0.000386 0.258589\n", " 95 983.425 1 -0.000349 0.258886\n", " 96 983.424 1 -0.000408 0.179099\n", " 97 983.423 1 -0.000148 0.108626\n", " 98 983.427 1 0.00873 0.1041\n", " 99 983.423 1 0.000691 0.208199\n", " 100 983.422 1 -2.73e-05 0.238068\n", " 101 983.421 1 -0.000188 0.233811\n", " 102 983.42 1 -0.000216 0.199136\n", " 103 983.42 1 -0.00019 0.148215\n", " 104 983.419 1 0.000514 0.129952\n", " 105 983.422 1 0.005 0.139804\n", " 106 983.419 1 0.000225 0.279608\n", " 107 983.418 1 -0.00016 0.280145\n", " 108 983.418 1 -0.00021 0.176714\n", " 109 983.417 1 -0.000188 0.0865253\n", " 110 983.422 1 0.00932 0.0772759\n", " 111 983.417 1 0.00115 0.154552\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Parameters converged to within tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 51203.9\n", " 1 51202.5 1.55e-05 -4.74e+04 1.37283\n", " 2 51200.8 1.74e-05 -4.74e+04 1.37283\n", " 3 51197.5 3.54e-05 -4.74e+04 1.37283\n", " 4 51194.5 3.13e-05 -4.74e+04 1.37283\n", " 5 51143.9 0.000534 -4.74e+04 1.37283\n", " 6 42950.7 0.0842 -5.28e+04 1.37283\n", " 7 42396.2 0.00685 -4.11e+04 1.37283\n", " 8 41455.5 0.0116 -4.16e+04 1.37283\n", " 9 39284 0.0263 -4.44e+04 1.37283\n", " 10 38736.7 0.00741 -3.76e+04 1.37283\n", " 11 30955.6 0.0871 -5.57e+04 1.37283\n", " 12 11226.9 0.22 -6.4e+04 1.37283\n", " 13 6346.47 0.21 -1.52e+04 1.37283\n", " 14 3808.81 0.235 -6.01e+03 1.37283\n", " 15 2343.44 0.582 1.05e+04 1.37283\n", " 16 2570.94 0.548 1.02e+04 1.37283\n", " 17 1640.81 0.525 -49.3 2.74567\n", " 18 1525.41 1 82.9 2.74567\n", " 19 2076.63 1 1.22e+03 2.38631\n", " 20 1512.97 1 220 4.77263\n", " 21 1420.64 1 -7.02 6.96145\n", " 22 1416.89 1 1.25 2.32048\n", " 23 1414.99 1 -0.117 2.20595\n", " 24 1414.29 1 -0.0702 1.92872\n", " 25 1413.89 1 -0.0568 1.7046\n", " 26 1413.6 1 -0.0297 1.48626\n", " 27 1413.6 0.00733 -0.221 1.31273\n", " 28 1413.37 1 -0.0121 1.31273\n", " 29 1413.17 1 -0.0215 1.19643\n", " 30 1413.01 1 -0.0189 1.045\n", " 31 1412.86 1 -0.024 0.920016\n", " 32 1412.44 1 0.254 0.786101\n", " 33 1412.47 1 1.31 0.786381\n", " 34 1411.8 1 -0.096 1.57276\n", " 35 1412.02 1 0.957 0.880435\n", " 36 1411.56 1 -0.0258 1.76087\n", " 37 1411.46 1 0.13 1.54423\n", " 38 1411.28 1 0.059 1.57489\n", " 39 1411.04 1 -0.054 1.57442\n", " 40 1410.82 1 -0.0803 1.24116\n", " 41 1410.52 1 -0.121 0.67033\n", " 42 1409.99 1 -0.222 0.425922\n", " 43 1408.95 1 -0.43 0.24616\n", " 44 1406.45 1 -0.996 0.161313\n", " 45 1404.99 0.12 -5.92 0.105001\n", " 46 1408.88 0.376 36.7 0.105001\n", " 47 1402 0.657 0.95 0.210003\n", " 48 1398.69 1 -0.423 0.210003\n", " 49 1396.36 0.318 -1.77 0.209658\n", " 50 1390.7 1 -1.32 0.209658\n", " 51 1385.78 0.786 -2.13 0.201414\n", " 52 1384.52 0.549 -0.889 0.201414\n", " 53 1383.54 0.522 -0.802 0.201414\n", " 54 1381.91 1 -0.698 0.201414\n", " 55 1378.79 1 -1.45 0.135487\n", " 56 1378.38 0.0266 -7.58 0.0755445\n", " 57 1362.69 1 -7.69 0.0755445\n", " 58 1359.37 0.0104 -159 0.0251815\n", " 59 1320.76 0.11 -170 0.0251815\n", " 60 1285.62 0.0627 -273 0.0251815\n", " 61 985.359 1 -17.8 0.0251815\n", " 62 1007.63 1 31.5 0.00839383\n", " 63 998.864 1 22 0.0167877\n", " 64 991.596 1 12.7 0.0671507\n", " 65 983.956 1 -0.097 0.537205\n", " 66 983.742 1 -0.0277 0.179068\n", " 67 983.639 1 0.00442 0.178627\n", " 68 983.583 1 0.00302 0.177274\n", " 69 983.572 1 0.0527 0.176852\n", " 70 983.534 1 0.00957 0.236919\n", " 71 983.5 1 -0.00551 0.236734\n", " 72 983.482 1 -0.00471 0.190513\n", " 73 983.472 1 0.00221 0.157426\n", " 74 983.474 1 0.0189 0.15736\n", " 75 983.464 1 -0.00181 0.314721\n", " 76 983.457 1 -0.0025 0.270656\n", " 77 983.446 1 -0.00451 0.0916788\n", " 78 983.444 1 0.0115 0.0645955\n", " 79 983.875 1 0.782 0.0918635\n", " 80 983.491 1 0.0907 0.183727\n", " 81 983.436 1 -0.00143 0.734908\n", " 82 983.434 1 -0.000587 0.372634\n", " 83 983.432 1 -0.000813 0.247369\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Norm of gradient less than tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 1.13596e+06\n", " 1 1.13582e+06 6.3e-05 -1.12e+06 2.78861\n", " 2 1.13574e+06 3.59e-05 -1.12e+06 2.78861\n", " 3 1.13566e+06 3.66e-05 -1.12e+06 2.78861\n", " 4 1.13544e+06 9.96e-05 -1.12e+06 2.78861\n", " 5 1.13534e+06 4.32e-05 -1.12e+06 2.78861\n", " 6 1.13529e+06 2.04e-05 -1.12e+06 2.78861\n", " 7 1.07402e+06 0.0242 -1.41e+06 2.78861\n", " 8 1.05957e+06 0.00674 -1.09e+06 2.78861\n", " 9 865570 0.0773 -1.43e+06 2.78861\n", " 10 769647 0.0561 -8.61e+05 2.78861\n", " 11 728179 0.0273 -7.64e+05 2.78861\n", " 12 204525 0.424 -5.09e+05 2.78861\n", " 13 140370 0.174 -1.69e+05 2.78861\n", " 14 79009.4 0.206 -2.57e+05 2.78861\n", " 15 3695.84 0.501 -1.08e+04 2.78861\n", " 16 2641.9 0.473 -293 2.78861\n", " 17 2481.46 0.747 243 2.78861\n", " 18 2338.23 1 -9.69 2.78861\n", " 19 2328.06 1 -3.31 0.929538\n", " 20 2051.88 0.207 -619 0.828845\n", " 21 1677.68 1 293 0.828845\n", " 22 1638.48 0.257 -67.7 0.484725\n", " 23 1636.21 1 140 0.484725\n", " 24 1579.8 1 9.56 0.827139\n", " 25 1577.64 1 0.662 0.275713\n", " 26 1547.59 0.31 -23.3 0.131487\n", " 27 1505.85 0.558 2.2e+03 0.131487\n", " 28 1468.12 0.366 81.7 0.131487\n", " 29 1437.13 0.543 -15.4 0.131487\n", " 30 1434.11 1 0.0532 0.131487\n", " 31 1432.34 1 -0.106 0.0438289\n", " 32 1428.58 0.166 -10.2 0.0146096\n", " 33 1428.52 0.147 -0.251 0.0146096\n", " 34 1721.49 0.295 4.55e+05 0.0146096\n", " 35 1721.52 0.578 2.32e+05 0.0292192\n", " 36 1428.32 1 -0.144 0.116877\n", " 37 1428.32 0.00308 -0.677 0.038959\n", " 38 1721.6 0.45 1.48e+05 0.038959\n", " 39 1722.42 0.882 7.04e+04 0.077918\n", " 40 1427.95 1 -0.188 0.311672\n", " 41 1720.97 0.757 5.42e+04 0.103891\n", " 42 1426.67 1 -1.54 0.207781\n", " 43 1710.36 0.281 4.24e+04 0.0692604\n", " 44 1709.67 0.445 2.62e+04 0.138521\n", " 45 1423.89 1 -1.38 0.554083\n", " 46 1662.96 0.721 3.61e+03 0.184694\n", " 47 1659.75 0.918 2.86e+03 0.369389\n", " 48 1420.87 1 -1.05 1.47756\n", " 49 1420.6 1 4.33 0.492519\n", " 50 1418.58 1 -0.0995 0.702284\n", " 51 1418.44 1 -0.0496 0.234095\n", " 52 1418.28 1 -0.0605 0.0780316\n", " 53 1418.11 1 -0.0676 0.0419413\n", " 54 1417.79 1 -0.135 0.0181312\n", " 55 5291.37 0.235 2.26e+06 0.00604374\n", " 56 5290.29 0.378 1.4e+06 0.0120875\n", " 57 1420.24 1 22.9 0.0483499\n", " 58 1417.68 1 -0.0435 0.386799\n", " 59 1417.36 1 -0.164 0.128933\n", " 60 5163.16 0.699 3.14e+05 0.0429777\n", " 61 1453.68 1 317 0.0859554\n", " 62 1417.07 1 -0.148 0.343821\n", " 63 5067.37 0.979 1.59e+05 0.114607\n", " 64 1401.5 0.24 -31.4 0.229214\n", " 65 1401.5 0.000185 -2.27 0.229214\n", " 66 1399.22 1 0.48 0.229214\n", " 67 1477.23 1 420 0.1349\n", " 68 1400.91 1 6.15 0.2698\n", " 69 1394.46 1 -0.917 1.0792\n", " 70 1431.08 1 125 0.359733\n", " 71 1394.61 1 3.26 0.719466\n", " 72 1393.45 1 -0.332 2.87786\n", " 73 1393.24 1 1.56 0.959288\n", " 74 1392.03 1 0.411 1.25739\n", " 75 1391.18 1 0.716 1.25729\n", " 76 1390.06 1 0.439 1.278\n", " 77 1388.79 1 0.0622 1.2795\n", " 78 1387.62 1 -0.2 1.27803\n", " 79 1386.78 1 -0.227 1.22468\n", " 80 1386.19 1 -0.193 1.09039\n", " 81 1385.72 1 -0.167 0.934449\n", " 82 1385.33 1 -0.141 0.779754\n", " 83 1385 1 -0.112 0.647797\n", " 84 1384.72 1 -0.0874 0.547256\n", " 85 1384.45 1 -0.0807 0.472659\n", " 86 1384.18 1 -0.0931 0.401351\n", " 87 1383.83 1 -0.127 0.31893\n", " 88 1383.31 1 -0.218 0.227863\n", " 89 1382.93 0.317 -0.586 0.136052\n", " 90 1381.49 1 -0.687 0.136052\n", " 91 1372.24 1 -4.57 0.0453507\n", " 92 1241.02 0.618 -95.4 0.0151169\n", " 93 994.447 0.836 -44.9 0.0151169\n", " 94 1081.14 1 152 0.0151169\n", " 95 990.717 1 7.75 0.0302338\n", " 96 984.721 1 -0.452 0.0309117\n", " 97 987.41 1 4.54 0.0103039\n", " 98 984.858 1 0.304 0.0206078\n", " 99 984.648 1 -0.00683 0.0824311\n", " 100 984.669 1 0.0574 0.027477\n", " 101 984.641 1 0.000994 0.0549541\n", " 102 984.633 1 -0.00213 0.0537398\n", " 103 984.628 1 -0.000604 0.0336711\n", " 104 984.622 1 -0.00215 0.0316694\n", " 105 984.617 1 -0.00081 0.0164724\n", " 106 984.611 1 -0.00221 0.0152526\n", " 107 984.605 1 -0.00158 0.00649162\n", " 108 984.6 1 -0.00212 0.00564726\n", " 109 984.594 1 -0.00228 0.00253418\n", " 110 984.59 1 -0.00156 0.00182849\n", " 111 984.587 1 -0.00147 0.000904006\n", " 112 984.584 1 -0.0015 0.000497969\n", " 113 984.581 0.763 -0.00132 0.000314067\n", " 114 984.58 1 -0.000796 0.000314067\n", " 115 984.577 1 -0.000931 0.000158074\n", " 116 984.576 1 -0.000793 0.000100336\n", " 117 984.574 1 -0.000681 6.33727e-05\n", " 118 984.573 1 -0.000584 4.00356e-05\n", " 119 984.571 1 -0.000502 2.52947e-05\n", " 120 984.57 1 -0.00043 1.59826e-05\n", " 121 984.57 1 -0.000369 1.00993e-05\n", " 122 984.569 1 -0.000317 6.3821e-06\n", " 123 984.569 0.0208 -0.000367 4.03326e-06\n", " 124 984.569 0.135 -0.000349 4.03326e-06\n", " 125 984.568 1 -0.000251 4.03326e-06\n", " 126 984.568 1 -0.00023 2.43454e-06\n", " 127 984.567 1 -0.000197 1.53995e-06\n", " 128 984.567 1 -0.000169 9.73304e-07\n", " 129 984.566 1 -0.000145 6.15198e-07\n", " 130 984.566 1 -0.000125 3.88871e-07\n", " 131 984.566 1 -0.000107 2.459e-07\n", " 132 984.566 0.576 -0.000104 1.55561e-07\n", " 133 984.566 1 -6.84e-05 1.55561e-07\n", " 134 984.565 1 -7.47e-05 8.27588e-08\n", " 135 984.565 1 -6.39e-05 5.24338e-08\n", " 136 984.565 1 -5.49e-05 3.31435e-08\n", " 137 984.565 1 -4.71e-05 2.09538e-08\n", " 138 984.565 1 -4.05e-05 1.32445e-08\n", " 139 984.565 1 -3.47e-05 8.37416e-09\n", " 140 984.565 1 -2.98e-05 5.29295e-09\n", " 141 984.565 1 -2.56e-05 3.34528e-09\n", " 142 984.565 1 -2.2e-05 2.1143e-09\n", " 143 984.565 0.0326 -2.53e-05 1.33661e-09\n", " 144 984.565 1 -1.85e-05 1.33661e-09\n", " 145 984.565 1 -1.61e-05 8.36854e-10\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Norm of gradient less than tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 714662\n", " 1 679576 0.0233 -8.12e+05 2.16354\n", " 2 599183 0.0478 -1.07e+06 2.16354\n", " 3 590711 0.00707 -6.11e+05 2.16354\n", " 4 549636 0.0324 -6.92e+05 2.16354\n", " 5 417447 0.0856 -1.14e+06 2.16354\n", " 6 332929 0.0882 -6.29e+05 2.16354\n", " 7 310492 0.0331 -3.54e+05 2.16354\n", " 8 220001 0.142 -3.41e+05 2.16354\n", " 9 117883 0.23 -2.36e+05 2.16354\n", " 10 21571.9 0.411 -1.09e+05 2.16354\n", " 11 4337.1 0.837 2.18e+04 2.16354\n", " 12 2516.73 0.34 -2.37e+03 2.16354\n", " 13 2495.35 1 3.73e+03 2.16354\n", " 14 1665.17 1 247 4.03652\n", " 15 2042.84 0.625 1.2e+03 1.34551\n", " 16 2019.79 0.793 830 2.69101\n", " 17 1741.93 1 193 10.7641\n", " 18 1610.77 1 -4.4 86.1124\n", " 19 1598 1 -1.17 33.4103\n", " 20 1577.64 1 -8.19 30.977\n", " 21 1542.11 1 0.323 10.3257\n", " 22 1526.13 1 0.341 6.39243\n", " 23 1519.82 1 -1.31 5.75289\n", " 24 1518.58 1 0.0815 3.28244\n", " 25 1517.36 1 -0.32 3.27825\n", " 26 1516.85 1 -0.13 2.22442\n", " 27 1516.47 1 -0.133 2.02398\n", " 28 1516.17 1 -0.108 1.47399\n", " 29 1515.91 1 -0.0905 1.11423\n", " 30 1512.71 0.17 -8.76 0.807616\n", " 31 1495.01 1 -4.8 0.807616\n", " 32 1480.34 1 3.52 0.760084\n", " 33 1466.36 1 -3 0.760196\n", " 34 1463.48 0.61 -1.45 0.339107\n", " 35 1462.7 0.263 -1.29 0.339107\n", " 36 1461.29 1 -0.368 0.339107\n", " 37 1460.93 0.857 -0.127 0.113036\n", " 38 1460.81 1 -0.0138 0.113036\n", " 39 1460.73 1 -0.0156 0.0631436\n", " 40 1460.69 0.973 -0.0153 0.0447405\n", " 41 1460.66 1 -0.0071 0.0447405\n", " 42 1460.54 1 -0.0495 0.0265721\n", " 43 1460.4 0.165 -0.405 0.0125562\n", " 44 1460.37 0.0439 -0.336 0.0125562\n", " 45 1462.12 0.717 159 0.0125562\n", " 46 1460.19 1 -0.0164 0.0251123\n", " 47 1460.11 0.000219 -181 0.0212106\n", " 48 1448.57 0.038 -151 0.0212106\n", " 49 1428.92 0.0947 -28.1 0.0212106\n", " 50 1421.3 1 12.6 0.0212106\n", " 51 1401.16 1 5.2 0.0246403\n", " 52 1402.63 1 4.27 0.0123514\n", " 53 1402.2 1 3.82 0.0247028\n", " 54 1400.65 1 2.14 0.0988112\n", " 55 1400.79 1 4.65 0.148374\n", " 56 1400.02 1 4.37 0.296748\n", " 57 1398.74 1 0.146 0.355088\n", " 58 1398.53 1 0.0319 0.353745\n", " 59 1398.41 1 -0.0243 0.341508\n", " 60 1398.27 1 -0.0438 0.265377\n", " 61 1398.07 1 -0.0584 0.181591\n", " 62 1397.86 1 -0.0301 0.152155\n", " 63 1397.57 1 -0.0928 0.150024\n", " 64 1397.73 1 1.79 0.130225\n", " 65 1397.39 1 -0.0575 0.26045\n", " 66 1411.92 1 77.2 0.107295\n", " 67 1397.44 1 0.481 0.21459\n", " 68 1397.34 1 -0.0218 0.85836\n", " 69 1397.3 1 0.121 0.28612\n", " 70 1397.4 1 0.463 0.289686\n", " 71 1397.19 1 -0.0198 0.579371\n", " 72 1397.22 1 0.157 0.377147\n", " 73 1397.15 1 -0.0113 0.754294\n", " 74 1397.14 1 0.0482 0.478582\n", " 75 1397.1 1 -0.00828 0.667494\n", " 76 1397.08 1 0.00157 0.471407\n", " 77 1397.06 1 -0.0058 0.465026\n", " 78 1397.04 1 -0.00746 0.201463\n", " 79 1397.03 1 -0.00665 0.147299\n", " 80 1397.01 1 -0.0054 0.114806\n", " 81 1397 1 -0.00302 0.091755\n", " 82 1397.02 1 0.0453 0.0833917\n", " 83 1397 1 0.00476 0.166783\n", " 84 1397 1 0.0043 0.204728\n", " 85 1397 1 0.00225 0.232134\n", " 86 1396.99 1 0.00169 0.232237\n", " 87 1396.99 1 0.00194 0.232702\n", " 88 1396.99 1 0.00259 0.235896\n", " 89 1396.99 1 0.00199 0.265236\n", " 90 1396.99 1 0.00126 0.272311\n", " 91 1396.99 1 0.000912 0.274066\n", " 92 1396.98 1 0.000719 0.274815\n", " 93 1396.98 1 0.0005 0.27587\n", " 94 1396.98 1 0.00037 0.276005\n", " 95 1396.98 1 0.000241 0.276072\n", " 96 1396.98 1 0.000163 0.276072\n", " 97 1396.98 1 8.47e-05 0.276055\n", " 98 1396.98 1 3.78e-05 0.275672\n", " 99 1396.98 1 -7.87e-06 0.274844\n", " 100 1396.98 1 -3.3e-05 0.2723\n", " 101 1396.98 1 -5.52e-05 0.268567\n", " 102 1396.98 1 -6.15e-05 0.262148\n", " 103 1396.98 1 -6.28e-05 0.255342\n", " 104 1396.98 1 -4.79e-05 0.247734\n", " 105 1396.97 1 -1.55e-05 0.242555\n", " 106 1396.97 1 2.92e-05 0.239916\n", " 107 1396.97 1 7.07e-05 0.239472\n", " 108 1396.97 1 0.00012 0.239451\n", " 109 1396.97 1 0.00016 0.239516\n", " 110 1396.97 1 0.000213 0.240084\n", " 111 1396.97 1 0.000245 0.243463\n", " 112 1396.97 1 0.000273 0.248867\n", " 113 1396.97 1 0.000253 0.259059\n", " 114 1396.97 1 0.000222 0.26632\n", " 115 1396.97 1 0.000173 0.272834\n", " 116 1396.97 1 0.000135 0.275656\n", " 117 1396.97 1 9.63e-05 0.277391\n", " 118 1396.97 1 6.92e-05 0.277766\n", " 119 1396.97 1 4.36e-05 0.27784\n", " 120 1396.97 1 2.55e-05 0.27784\n", " 121 1396.97 1 9.04e-06 0.277762\n", " 122 1396.97 1 -2.81e-06 0.27701\n", " 123 1396.97 1 -1.3e-05 0.274916\n", " 124 1396.97 1 -1.98e-05 0.269927\n", " 125 1396.97 1 -2.45e-05 0.26199\n", " 126 1396.97 1 -2.57e-05 0.250884\n", " 127 1396.97 1 -2.32e-05 0.239756\n", " 128 1396.97 1 -1.45e-05 0.230668\n", " 129 1396.97 1 -5.42e-07 0.226187\n", " 130 1396.97 1 2.06e-05 0.224866\n", " 131 1396.97 1 4.43e-05 0.224834\n", " 132 1396.97 1 7.72e-05 0.224885\n", " 133 1396.97 1 0.00011 0.226857\n", " 134 1396.97 1 0.000148 0.233495\n", " 135 1396.97 1 0.000153 0.251217\n", " 136 1396.97 1 0.000135 0.267287\n", " 137 1396.97 1 0.000101 0.280058\n", " 138 1396.97 1 7.19e-05 0.285165\n", " 139 1396.97 1 4.57e-05 0.287437\n", " 140 1396.97 1 2.68e-05 0.287728\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Parameters converged to within tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 404614\n", " 1 404579 4.31e-05 -3.99e+05 20.3651\n", " 2 404538 5.15e-05 -3.99e+05 20.3651\n", " 3 404412 0.000158 -3.99e+05 20.3651\n", " 4 404333 9.95e-05 -3.99e+05 20.3651\n", " 5 404249 0.000105 -3.99e+05 20.3651\n", " 6 386644 0.0224 -3.87e+05 20.3651\n", " 7 247260 0.211 -2.85e+05 20.3651\n", " 8 247188 0.000149 -2.42e+05 20.3651\n", " 9 246841 0.000716 -2.42e+05 20.3651\n", " 10 141704 0.27 -1.55e+05 20.3651\n", " 11 56194.7 0.474 -4.92e+04 20.3651\n", " 12 17817.2 0.529 -2.24e+04 20.3651\n", " 13 11460.7 0.233 -1.15e+04 20.3651\n", " 14 9652.26 0.102 -8.31e+03 20.3651\n", " 15 1985.11 1 -521 20.3651\n", " 16 1819.86 0.246 -272 6.78835\n", " 17 1616.38 0.899 55 6.78835\n", " 18 1541.2 1 -5.79 6.78835\n", " 19 1521.12 1 -5.55 5.19562\n", " 20 1511.66 1 -3.13 4.25576\n", " 21 1506.1 1 -2.11 3.42973\n", " 22 1501.64 1 -1.85 2.60731\n", " 23 1496.37 1 -2.32 1.77888\n", " 24 1486.11 1 -4.77 1.04469\n", " 25 1475.79 0.228 -22.3 0.465409\n", " 26 1432.31 0.559 -37.9 0.465409\n", " 27 1285.49 0.692 -90.2 0.465409\n", " 28 1153.24 0.602 -71.9 0.465409\n", " 29 1110.78 1 -2.7 0.465409\n", " 30 1108.75 1 -0.398 0.155136\n", " 31 1107.79 1 -0.338 0.153919\n", " 32 1105.41 1 -0.664 0.0513062\n", " 33 1104.52 0.0614 -7.64 0.0510295\n", " 34 1092.59 1 -2.45 0.0510295\n", " 35 1124.53 1 326 0.0170098\n", " 36 1117.25 1 327 0.0340197\n", " 37 1110.21 1 339 0.136079\n", " 38 1080.47 1 145 1.08863\n", " 39 1021.75 1 -10.2 1.21134\n", " 40 1015.95 1 -1.04 0.40378\n", " 41 1011.97 0.319 -5.24 0.23237\n", " 42 1009.09 1 -0.797 0.23237\n", " 43 1006.78 1 -0.413 0.0774567\n", " 44 1006.44 1 -0.0739 0.0258189\n", " 45 1006.41 0.288 -0.0482 0.0110361\n", " 46 1006.36 1 -0.0196 0.0110361\n", " 47 1005.86 0.099 -2.59 0.00528969\n", " 48 1005.83 0.698 -0.0173 0.00528969\n", " 49 1005.81 1 -0.00736 0.00528969\n", " 50 1005.79 1 -0.00621 0.00183204\n", " 51 1005.78 0.654 -0.00526 0.0013592\n", " 52 1005.78 1 -0.00262 0.0013592\n", " 53 1005.77 0.687 -0.00359 0.000679091\n", " 54 1005.77 1 -0.00237 0.000679091\n", " 55 1005.76 1 -0.00446 0.00042536\n", " 56 1009.07 1 3.25 0.000141787\n", " 57 1006.6 1 0.926 0.000283573\n", " 58 1005.76 1 0.0452 0.00113429\n", " 59 1005.75 1 -0.00407 0.00907434\n", " 60 1005.72 1 -0.013 0.00899125\n", " 61 1005.36 1 -0.178 0.00299708\n", " 62 1004.12 0.0718 -8.46 0.000999028\n", " 63 1000.96 0.17 -5.75 0.000999028\n", " 64 2710.17 0.704 8.11e+04 0.000999028\n", " 65 2710.26 0.709 8.05e+04 0.00199806\n", " 66 2710.79 0.743 7.7e+04 0.00799223\n", " 67 1180.44 1 2.32e+03 0.0639378\n", " 68 999.37 1 -0.2 0.511502\n", " 69 999.434 1 0.961 0.170501\n", " 70 999.165 1 0.0389 0.341002\n", " 71 999.096 1 -0.00474 0.226242\n", " 72 997.785 0.127 -5.21 0.0754141\n", " 73 997.774 0.0439 -0.123 0.0754141\n", " 74 997.639 1 -0.0187 0.0754141\n", " 75 997.63 1 -0.000962 0.025138\n", " 76 997.63 1 -4.46e-05 0.00837934\n", " 77 997.629 1 -0.000233 0.00280516\n", " 78 997.628 1 -0.00076 0.000935053\n", " 79 997.62 1 -0.00402 0.000311684\n", " 80 997.433 1 -0.0967 0.000103895\n", " 81 1001.92 0.0601 201 3.46316e-05\n", " 82 1001.11 0.0655 164 6.92632e-05\n", " 83 999.818 0.105 82.2 0.000277053\n", " 84 995.341 0.444 2.53 0.00221642\n", " 85 994.822 0.0293 31.7 0.00221642\n", " 86 1002.87 0.143 122 0.00221642\n", " 87 994.747 0.00909 -3.57 0.00443284\n", " 88 1001.74 0.165 91.8 0.00443284\n", " 89 1001.14 0.214 68 0.00886569\n", " 90 997.916 0.511 21.9 0.0354628\n", " 91 990.447 1 -0.119 0.283702\n", " 92 992.157 0.688 6.24 0.0945674\n", " 93 990.84 1 1.23 0.189135\n", " 94 990.294 1 -0.0358 0.756539\n", " 95 990.624 1 0.905 0.25218\n", " 96 990.252 1 0.0141 0.504359\n", " 97 990.265 1 0.163 0.483773\n", " 98 990.188 1 -0.021 0.967547\n", " 99 990.167 0.455 0.0711 0.358264\n", " 100 990.111 1 -0.00187 0.358264\n", " 101 990.111 0.00185 -0.00115 0.119421\n", " 102 990.11 1 -0.000197 0.119421\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Parameters converged to within tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 176378\n", " 1 57555.8 0.262 -1.17e+05 1.10139\n", " 2 38140.4 0.2 -4.3e+04 1.10139\n", " 3 22197.8 0.267 -2.5e+04 1.10139\n", " 4 8013.23 0.55 1.45e+05 1.10139\n", " 5 4334.65 0.36 -4.22e+03 1.10139\n", " 6 3757.31 0.114 -2.35e+03 1.10139\n", " 7 1912.29 0.68 -609 1.10139\n", " 8 1588.02 1 -35.5 1.10139\n", " 9 1532.29 1 -8.81 0.489668\n", " 10 1481.55 1 -13.8 0.428139\n", " 11 1428.33 0.235 -88.1 0.390972\n", " 12 1408.1 0.0592 -159 0.390972\n", " 13 1182.1 1 -71.4 0.390972\n", " 14 1169.8 0.0415 -143 0.259912\n", " 15 1104.86 0.282 -92.4 0.259912\n", " 16 1040.92 0.786 -6.39 0.259912\n", " 17 1071.4 0.737 77.7 0.259912\n", " 18 1069.39 0.928 60.6 0.519824\n", " 19 1138.34 0.576 345 2.07929\n", " 20 1029.67 1 -2.88 16.6344\n", " 21 1025.26 1 -1.3 5.54479\n", " 22 1026.65 1 4.85 2.92729\n", " 23 1025.79 1 4.19 5.85458\n", " 24 1024 1 -0.557 23.4183\n", " 25 1021.18 1 0.0533 7.80611\n", " 26 1017.7 1 -1.47 5.79927\n", " 27 1011.97 1 -2.55 1.93309\n", " 28 1006.73 0.423 -6.27 0.644363\n", " 29 1007.67 1 2.81 0.644363\n", " 30 1006.79 1 0.898 1.28873\n", " 31 1005.25 1 -0.579 5.1549\n", " 32 1004.59 0.922 -0.302 1.7183\n", " 33 1003.91 1 -0.205 1.7183\n", " 34 1003.85 1 -0.0167 1.57041\n", " 35 1003.81 1 -0.021 0.796588\n", " 36 1003.73 0.22 -0.129 0.265529\n", " 37 1003.65 1 -0.0361 0.265529\n", " 38 1003.58 1 -0.017 0.118783\n", " 39 1003.54 0.916 -0.0179 0.109346\n", " 40 1003.51 1 -0.00107 0.109346\n", " 41 1003.49 1 -0.00553 0.108612\n", " 42 1003.48 1 -0.00818 0.036204\n", " 43 1003.48 1 0.0101 0.012068\n", " 44 1003.48 1 0.0144 0.024136\n", " 45 1003.38 0.605 -0.0695 0.0965441\n", " 46 1003.36 1 -0.0106 0.0965441\n", " 47 1003.35 1 -0.00528 0.0321814\n", " 48 1003.35 0.502 0.000863 0.0107271\n", " 49 1003.35 0.502 0.000868 0.0214542\n", " 50 1003.34 1 0.00702 0.085817\n", " 51 1003.32 0.758 -0.00734 0.0879597\n", " 52 1003.32 1 0.00115 0.0879597\n", " 53 1003.32 1 0.00126 0.175919\n", " 54 1003.32 1 0.00122 0.703677\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Parameters converged to within tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 34256.4\n", " 1 34256.2 1.12e-05 -1.03e+04 271828\n", " 2 34256 1.07e-05 -1.01e+04 271828\n", " 3 34189.3 0.00331 -1e+04 271828\n", " 4 20854.6 1 -4.65e+03 271828\n", " 5 17940.6 0.391 -3.23e+03 127574\n", " 6 17753.9 0.0344 -2.69e+03 127574\n", " 7 17587.4 0.107 8.03e+04 127574\n", " 8 15438.4 0.773 -1.25e+03 127574\n", " 9 15354 0.0458 -918 127574\n", " 10 15243.5 0.0612 -897 127574\n", " 11 14063.9 0.717 -764 127574\n", " 12 13698.5 0.288 -618 127574\n", " 13 13681.9 0.0142 -583 127574\n", " 14 12610.2 1 -492 127574\n", " 15 12159.9 0.221 -908 42524.6\n", " 16 12090.1 0.0367 -900 42524.6\n", " 17 10753.6 1 -549 42524.6\n", " 18 10782.1 0.0319 5.33e+04 25273.5\n", " 19 10811.9 0.0161 1.08e+05 50547.1\n", " 20 10815.4 0.0314 5.52e+04 202188\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Parameters converged to within tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 69069.4\n", " 1 69065.7 2.78e-05 -6.62e+04 0.826138\n", " 2 69058.5 5.46e-05 -6.63e+04 0.826138\n", " 3 69055.8 2.06e-05 -6.62e+04 0.826138\n", " 4 69054 1.32e-05 -6.62e+04 0.826138\n", " 5 69052.3 1.27e-05 -6.62e+04 0.826138\n", " 6 69038.8 0.000102 -6.63e+04 0.826138\n", " 7 68993.9 0.000337 -6.68e+04 0.826138\n", " 8 59767 0.0448 -1.35e+05 0.826138\n", " 9 48766.5 0.0693 -9.76e+04 0.826138\n", " 10 46497.4 0.0229 -5.25e+04 0.826138\n", " 11 33975.8 0.111 -6.78e+04 0.826138\n", " 12 29535.6 0.0639 -3.85e+04 0.826138\n", " 13 9534.74 0.243 -5.68e+04 0.826138\n", " 14 7127.59 0.158 -7.45e+03 0.826138\n", " 15 6288.75 0.0773 -5.2e+03 0.826138\n", " 16 3639.97 0.406 1.53e+04 0.826138\n", " 17 1827.09 0.617 -328 0.826138\n", " 18 1776.1 0.0737 5.51e+04 0.826138\n", " 19 1673.11 1 1.13e+03 0.826138\n", " 20 1709.76 1 876 0.883984\n", " 21 1574.45 1 383 1.76797\n", " 22 1574.11 0.0012 -142 1.77326\n", " 23 1564.54 0.0344 -137 1.77326\n", " 24 1441.77 1 37.7 1.77326\n", " 25 1434.57 1 10.3 0.667691\n", " 26 1524.91 0.579 1.51e+03 0.647813\n", " 27 1503.42 0.911 572 1.29563\n", " 28 1416.27 1 -1.69 5.18251\n", " 29 1411.28 1 -1.75 3.33118\n", " 30 1406.75 1 11.5 1.11039\n", " 31 1422.66 1 172 0.970133\n", " 32 1398.82 1 -0.562 1.94027\n", " 33 1397.56 1 7.98 0.646755\n", " 34 1394.86 1 -0.0996 0.660088\n", " 35 1394.77 0.13 -0.353 0.224461\n", " 36 1394.52 0.474 -0.225 0.224461\n", " 37 1394.39 1 -0.0313 0.224461\n", " 38 1394.28 1 -0.0468 0.152428\n", " 39 1394.1 1 -0.0511 0.0508094\n", " 40 1394.05 1 -0.00683 0.0169365\n", " 41 1394.03 1 -0.00481 0.00878299\n", " 42 1393.95 1 -0.14 0.00715668\n", " 43 2423 0.0554 3.2e+06 0.00238556\n", " 44 2422.69 0.0987 1.8e+06 0.00477112\n", " 45 2420.87 0.359 4.98e+05 0.0190845\n", " 46 1393.88 1 -0.0468 0.152676\n", " 47 2405.93 0.635 1.79e+05 0.0508919\n", " 48 1394.06 1 3.18 0.101784\n", " 49 1393.83 1 -0.0263 0.407135\n", " 50 1393.83 1 1.6 0.135712\n", " 51 2291.06 0.948 2.37e+04 0.263272\n", " 52 1393.24 1 0.689 0.526543\n", " 53 1400.61 1 31.5 0.509274\n", " 54 1392.34 1 -0.147 1.01855\n", " 55 1395.19 1 10.5 0.537258\n", " 56 1391.84 1 -0.0372 1.07452\n", " 57 1391.44 1 -0.0154 0.853137\n", " 58 1391.14 1 -0.0813 0.774139\n", " 59 1390.99 1 -0.043 0.508247\n", " 60 1390.9 1 -0.0299 0.400038\n", " 61 1390.85 1 -0.0172 0.261719\n", " 62 1390.82 1 -0.0105 0.183848\n", " 63 1390.8 1 -0.00647 0.116764\n", " 64 1390.78 1 -0.00525 0.0715866\n", " 65 1390.76 1 -0.015 0.0283108\n", " 66 1390.34 0.641 -1.38 0.00943692\n", " 67 1398.35 0.083 1.49e+03 0.00943692\n", " 68 1398.33 0.155 793 0.0188738\n", " 69 1398.12 0.587 206 0.0754954\n", " 70 1390.12 1 -0.1 0.603963\n", " 71 1389.53 1 3.78 0.201321\n", " 72 1393.38 0.17 82.8 0.067107\n", " 73 1393.08 0.293 49 0.134214\n", " 74 1389.8 1 10.1 0.536856\n", " 75 1387.5 1 -0.268 4.29485\n", " 76 1379.89 1 -1.49 1.43162\n", " 77 1379.77 0.0183 -3.12 0.807088\n", " 78 1378.73 0.237 -1.94 0.807088\n", " 79 1377.43 0.596 0.727 0.807088\n", " 80 1376.23 1 -0.0978 0.807088\n", " 81 1375.62 1 -0.243 0.269029\n", " 82 1375.02 1 0.142 0.0896765\n", " 83 1374.87 1 0.0208 0.0796282\n", " 84 1374.84 0.513 -0.0167 0.0629462\n", " 85 1374.82 1 -0.00122 0.0629462\n", " 86 1372.46 0.0279 -42.7 0.0209821\n", " 87 1371.61 1 0.118 0.0209821\n", " 88 1371.45 1 0.236 0.0177991\n", " 89 1371.72 1 0.591 0.0178333\n", " 90 1371.67 1 0.54 0.0356666\n", " 91 1371.44 1 0.237 0.142666\n", " 92 1371.34 1 0.0435 0.258723\n", " 93 1371.3 1 0.00109 0.258674\n", " 94 1371.3 0.848 0.000898 0.181701\n", " 95 1371.3 1 5.37e-05 0.181701\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Parameters converged to within tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 57582.3\n", " 1 57577.4 4.49e-05 -5.46e+04 0.400584\n", " 2 57516.8 0.000555 -5.47e+04 0.400584\n", " 3 57456.3 0.000555 -5.46e+04 0.400584\n", " 4 57445.5 9.96e-05 -5.45e+04 0.400584\n", " 5 57287.8 0.00144 -5.47e+04 0.400584\n", " 6 56811.2 0.00436 -5.49e+04 0.400584\n", " 7 31016.2 0.217 -5.84e+04 0.400584\n", " 8 30730.4 0.00491 -2.92e+04 0.400584\n", " 9 30544.7 0.00351 -2.66e+04 0.400584\n", " 10 27307.7 0.0573 -3.06e+04 0.400584\n", " 11 19913.6 0.133 -3.48e+04 0.400584\n", " 12 15365 0.102 -3.23e+04 0.400584\n", " 13 14938.3 0.0165 -1.45e+04 0.400584\n", " 14 12112.3 0.0592 -5.58e+04 0.400584\n", " 15 5562.47 0.242 -1.99e+04 0.400584\n", " 16 2647 0.276 -3.78e+03 0.400584\n", " 17 2480.78 0.163 -544 0.400584\n", " 18 2319.03 0.528 1.26e+03 0.400584\n", " 19 2223.92 0.72 623 0.400584\n", " 20 2147.36 1 43.6 0.400584\n", " 21 2253.61 0.5 2.03e+03 0.25876\n", " 22 2246.78 0.546 1.69e+03 0.51752\n", " 23 2239.11 0.717 1.02e+03 2.07008\n", " 24 2049.6 1 234 16.5607\n", " 25 1767.84 1 33.7 19.6019\n", " 26 1720.31 1 3.94 6.53397\n", " 27 1706.48 0.826 -4.7 6.42512\n", " 28 1701.16 1 -1.78 6.42512\n", " 29 1696.75 1 -1.87 5.23491\n", " 30 1688.63 1 -3.74 3.38126\n", " 31 1657.43 1 -4.5 1.12709\n", " 32 1641.72 1 -2.9 0.375696\n", " 33 1535.6 0.293 -128 0.350508\n", " 34 1476.78 1 7.05 0.350508\n", " 35 1429.18 1 -7.89 0.350525\n", " 36 1411.05 1 -3.77 0.26216\n", " 37 1404.68 1 -1.53 0.158529\n", " 38 1402.13 0.917 -0.806 0.116956\n", " 39 1400.23 1 -0.712 0.116956\n", " 40 1396.52 1 -1.72 0.0719176\n", " 41 1395.48 0.0375 -13.8 0.0364777\n", " 42 1361.21 1 -16.7 0.0364777\n", " 43 1013.61 1 -51.5 0.0121592\n", " 44 1055.08 0.0776 1.35e+03 0.00405308\n", " 45 1054.21 0.151 687 0.00810615\n", " 46 1048.07 0.73 130 0.0324246\n", " 47 1002.37 1 -0.292 0.259397\n", " 48 1004.4 1 4.48 0.0864656\n", " 49 1002.32 1 0.129 0.172931\n", " 50 1002.16 1 -0.0377 0.198387\n", " 51 1002.28 1 0.319 0.103633\n", " 52 1002.12 1 -0.00507 0.207267\n", " 53 1002.09 1 -0.00765 0.193045\n", " 54 1002.07 1 -0.0017 0.165029\n", " 55 1002.05 1 -0.00491 0.158931\n", " 56 1002.03 1 -0.00122 0.134768\n", " 57 1002.02 1 -0.00327 0.129426\n", " 58 1002.01 1 -0.00111 0.110286\n", " 59 1002 1 -0.00228 0.104898\n", " 60 1003.06 1 3.58 0.0900152\n", " 61 1001.81 1 0.412 0.18003\n", " 62 1013.94 1 31.6 0.180169\n", " 63 1001.73 1 1.15 0.360338\n", " 64 1000.73 1 -0.09 0.51842\n", " 65 1001.01 0.528 2.28 0.401263\n", " 66 1000.32 1 0.374 0.802526\n", " 67 1000.25 0.0515 -0.703 0.803544\n", " 68 999.697 1 -0.0346 0.803544\n", " 69 999.692 1 0.0103 0.267848\n", " 70 999.681 1 -0.00173 0.284697\n", " 71 999.677 1 -0.00109 0.182892\n", " 72 999.675 1 0.00324 0.15548\n", " 73 999.674 0.228 -0.00191 0.172469\n", " 74 999.669 1 -0.00133 0.172469\n", " 75 999.671 1 0.0093 0.12857\n", " 76 999.662 1 -0.00256 0.25714\n", " 77 999.652 0.952 -0.00382 0.165644\n", " 78 999.646 1 0.0035 0.165644\n", " 79 999.661 1 0.0434 0.165645\n", " 80 999.639 1 0.000447 0.331289\n", " 81 999.631 1 -0.00284 0.32848\n", " 82 999.621 0.631 -0.00718 0.109493\n", " 83 999.607 1 -0.00526 0.109493\n", " 84 999.726 1 0.254 0.0588808\n", " 85 999.622 1 0.0443 0.117762\n", " 86 999.603 1 -0.00152 0.471047\n", " 87 999.598 1 -0.00256 0.311404\n", " 88 999.58 1 -0.00866 0.103801\n", " 89 999.501 1 -0.038 0.0346005\n", " 90 999.449 0.0557 -0.465 0.0115335\n", " 91 998.433 1 0.38 0.0115335\n", " 92 997.514 0.15 41 0.0114238\n", " 93 1055.29 0.246 790 0.0114238\n", " 94 1056.25 0.315 640 0.0228477\n", " 95 1062.29 0.734 340 0.0913906\n", " 96 989.241 1 -0.98 0.731125\n", " 97 990.884 1 4.19 0.243708\n", " 98 988.99 1 0.0741 0.487417\n", " 99 988.902 1 0.0339 0.468331\n", " 100 988.841 1 -0.00872 0.466761\n", " 101 988.841 0.0056 -0.00627 0.179842\n", " 102 988.835 1 -0.00073 0.179842\n", " 103 988.833 1 -0.00019 0.137927\n", " 104 988.832 1 0.000812 0.132194\n", " 105 988.829 0.83 0.000261 0.132433\n", " 106 988.825 1 -0.000592 0.132433\n", " 107 988.823 1 0.0023 0.122065\n", " 108 988.822 0.153 -0.00356 0.124978\n", " 109 988.818 1 -0.000214 0.124978\n", " 110 988.817 1 0.00552 0.120497\n", " 111 988.813 1 0.00113 0.203822\n", " 112 988.808 1 -0.00138 0.203444\n", " 113 988.803 1 -0.00212 0.0898038\n", " 114 988.8 0.274 -0.00376 0.0413255\n", " 115 988.796 0.337 -0.00571 0.0413255\n", " 116 988.789 1 -0.00316 0.0413255\n", " 117 988.825 1 0.104 0.0137752\n", " 118 988.798 1 0.0328 0.0275504\n", " 119 988.787 1 -0.00014 0.110201\n", " 120 988.785 0.622 0.000159 0.104138\n", " 121 988.781 1 -0.00123 0.104138\n", " 122 988.778 0.617 0.00164 0.0826277\n", " 123 988.776 1 0.00755 0.0826277\n", " 124 988.861 1 0.168 0.094322\n", " 125 988.775 1 0.0129 0.188644\n", " 126 988.759 1 -0.00318 0.342991\n", " 127 988.746 1 -0.00625 0.11433\n", " 128 988.69 1 -0.0281 0.0381102\n", " 129 988.571 0.208 -0.287 0.0127034\n", " 130 986.805 1 -0.199 0.0127034\n", " 131 985.431 0.0412 12 0.00990037\n", " 132 993.199 0.132 90.3 0.00990037\n", " 133 993.279 0.15 80.6 0.0198007\n", " 134 994.212 0.271 52.5 0.0792029\n", " 135 986.364 1 3.5 0.633623\n", " 136 983.517 1 -0.159 5.06899\n", " 137 983.48 1 0.0319 1.68966\n", " 138 983.443 1 0.00323 1.68966\n", " 139 983.419 1 -0.00374 1.65954\n", " 140 983.411 1 -0.000882 1.35106\n", " 141 983.407 1 -0.00101 1.26421\n", " 142 983.406 1 -0.000247 0.904689\n", " 143 983.405 1 -0.000118 0.834917\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Parameters converged to within tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 197155\n", " 1 186688 0.0262 -2.07e+05 4.08514\n", " 2 182368 0.0117 -1.88e+05 4.08514\n", " 3 175427 0.0188 -1.9e+05 4.08514\n", " 4 160113 0.0414 -2e+05 4.08514\n", " 5 159185 0.00295 -1.58e+05 4.08514\n", " 6 158423 0.00246 -1.55e+05 4.08514\n", " 7 158305 0.000383 -1.54e+05 4.08514\n", " 8 158073 0.000754 -1.54e+05 4.08514\n", " 9 157045 0.00334 -1.54e+05 4.08514\n", " 10 114302 0.113 -2.27e+05 4.08514\n", " 11 95635.2 0.0699 -1.59e+05 4.08514\n", " 12 66305 0.128 -1.35e+05 4.08514\n", " 13 28221.8 0.215 -1.04e+05 4.08514\n", " 14 3643.1 0.311 -1.61e+04 4.08514\n", " 15 2232.75 0.388 -558 4.08514\n", " 16 1713.71 0.593 586 4.08514\n", " 17 1521.76 1 0.105 4.08514\n", " 18 1485.76 1 63.9 2.64589\n", " 19 1466.59 0.361 -19.9 2.63756\n", " 20 1454.78 0.762 -2.56 2.63756\n", " 21 1452.72 1 -0.802 2.63756\n", " 22 1440.9 1 0.245 0.879188\n", " 23 1707.22 0.532 6.89e+03 0.491812\n", " 24 1677.05 0.578 5.88e+03 0.983624\n", " 25 1426.29 1 113 3.9345\n", " 26 1400.14 1 0.836 3.97657\n", " 27 1389.75 1 -0.176 1.32552\n", " 28 1387.59 1 -0.747 0.815116\n", " 29 1383.21 0.576 -1.16 0.271705\n", " 30 1379.92 0.282 -3.87 0.271705\n", " 31 1378.09 0.428 -1.09 0.271705\n", " 32 1377.2 1 -0.105 0.271705\n", " 33 1377.04 0.0898 -0.841 0.0905685\n", " 34 1387.02 1 68.2 0.0905685\n", " 35 1374.65 0.161 -7.33 0.181137\n", " 36 1374.63 1 2.41 0.181137\n", " 37 1373.48 1 0.0352 0.344147\n", " 38 1373.23 1 0.291 0.279764\n", " 39 1372.95 1 0.222 0.280367\n", " 40 1373.15 1 1.42 0.280534\n", " 41 1372.35 1 -0.152 0.561067\n", " 42 1375.31 1 7.02 0.224278\n", " 43 1372.14 1 0.107 0.448556\n", " 44 1371.79 1 -0.105 0.446816\n", " 45 1375.16 1 7.41 0.174539\n", " 46 1371.78 1 0.219 0.349077\n", " 47 1371.74 0.113 -0.185 0.619979\n", " 48 1371.53 1 -0.051 0.619979\n", " 49 1371.45 0.45 0.0672 0.20666\n", " 50 1372.45 1 1.98 0.20666\n", " 51 1371.43 1 0.0474 0.413319\n", " 52 1371.39 1 0.00692 0.438577\n", " 53 1371.38 1 0.0114 0.429396\n", " 54 1371.36 1 0.00491 0.430952\n", " 55 1371.36 1 0.00321 0.430796\n", " 56 1371.35 1 0.00189 0.430717\n", " 57 1371.35 1 0.00111 0.430278\n", " 58 1371.34 1 0.000635 0.429019\n", " 59 1371.34 1 0.00034 0.426272\n", " 60 1371.34 1 0.000166 0.42122\n", " 61 1371.33 1 6.33e-05 0.413509\n", " 62 1371.33 1 3.83e-06 0.403122\n", " 63 1371.33 1 -3.05e-05 0.390497\n", " 64 1371.33 1 -4.97e-05 0.376227\n", " 65 1371.33 1 -6.02e-05 0.360949\n", " 66 1371.33 1 -6.55e-05 0.345189\n", " 67 1371.33 1 -6.79e-05 0.329348\n", " 68 1371.32 1 -6.86e-05 0.313698\n", " 69 1371.32 1 -6.84e-05 0.298416\n", " 70 1371.32 1 -6.76e-05 0.283603\n", " 71 1371.32 1 -6.66e-05 0.269315\n", " 72 1371.32 1 -6.56e-05 0.255573\n", " 73 1371.32 1 -6.46e-05 0.242383\n", " 74 1371.32 1 -6.36e-05 0.229736\n", " 75 1371.32 1 -6.27e-05 0.217619\n", " 76 1371.32 1 -6.2e-05 0.206016\n", " 77 1371.32 1 -6.13e-05 0.194906\n", " 78 1371.31 1 -6.08e-05 0.184273\n", " 79 1371.31 1 -6.04e-05 0.174097\n", " 80 1371.31 0.736 -0.000255 0.164361\n", " 81 1371.31 1 -0.000121 0.164361\n", " 82 1371.31 1 -0.000331 0.0547869\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Norm of gradient less than tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 431460\n", " 1 431413 5.56e-05 -4.22e+05 6.23208\n", " 2 431296 0.000139 -4.22e+05 6.23208\n", " 3 430799 0.000589 -4.23e+05 6.23208\n", " 4 430766 3.86e-05 -4.21e+05 6.23208\n", " 5 430664 0.000122 -4.21e+05 6.23208\n", " 6 430539 0.000149 -4.21e+05 6.23208\n", " 7 424499 0.007 -4.42e+05 6.23208\n", " 8 423565 0.00112 -4.18e+05 6.23208\n", " 9 422195 0.00165 -4.18e+05 6.23208\n", " 10 317270 0.0985 -6.35e+05 6.23208\n", " 11 273138 0.0668 -3.47e+05 6.23208\n", " 12 239894 0.0607 -2.8e+05 6.23208\n", " 13 170410 0.142 -2.53e+05 6.23208\n", " 14 50296 0.29 -2.31e+05 6.23208\n", " 15 21747.2 0.277 -7.05e+04 6.23208\n", " 16 13317.5 0.132 -5.7e+04 6.23208\n", " 17 13247.4 0.00335 -1.05e+04 6.23208\n", " 18 8305.47 0.572 7.97e+04 6.23208\n", " 19 13613.6 0.503 2.07e+05 6.23208\n", " 20 13608.9 0.605 1.36e+05 12.4642\n", " 21 13818.7 0.954 6.01e+04 49.8567\n", " 22 4363.67 1 -589 398.853\n", " 23 4341.9 0.0127 -853 132.951\n", " 24 3801.16 1 1.12e+03 132.951\n", " 25 3420.31 1 233 132.759\n", " 26 3265.35 1 6.7 128.737\n", " 27 3016.56 1 -90.4 98.0829\n", " 28 7242.28 0.974 4.88e+04 32.6943\n", " 29 2372.06 1 -151 65.3886\n", " 30 2039.74 1 96.7 21.7962\n", " 31 1957.8 0.643 -44.6 7.99743\n", " 32 1847.58 1 -53.3 7.99743\n", " 33 1828.86 0.057 -162 2.66581\n", " 34 1681.37 1 10.1 2.66581\n", " 35 1651.42 0.141 -101 0.888603\n", " 36 2390.59 0.548 3.82e+04 0.888603\n", " 37 2525.24 0.776 2.92e+04 1.77721\n", " 38 1651.42 1.08e-05 -74.9 7.10882\n", " 39 1562.9 1 -37 7.10882\n", " 40 2722.82 0.966 1.13e+04 2.36961\n", " 41 1527.45 0.289 472 4.73921\n", " 42 1530.82 1 178 4.73921\n", " 43 1494.17 0.275 -54.7 9.47843\n", " 44 1450.26 1 9.5 9.47843\n", " 45 1434.66 1 13.5 3.15948\n", " 46 1425.49 1 1.11 2.49126\n", " 47 1410.78 1 -4.9 1.62781\n", " 48 1408.27 0.0932 -13.6 1.01535\n", " 49 1402.14 1 -1.63 1.01535\n", " 50 1399.32 1 -0.868 0.865429\n", " 51 1398.12 1 -0.361 0.728701\n", " 52 1397.74 1 -0.0954 0.614126\n", " 53 1394.14 1 -0.491 0.538428\n", " 54 1393.76 1 -0.0377 0.203335\n", " 55 1392.76 1 1.9 0.0722658\n", " 56 1972.11 0.326 5.56e+04 0.0641568\n", " 57 1967.38 0.626 2.91e+04 0.128314\n", " 58 1391.4 1 -0.436 0.513254\n", " 59 1937.07 0.562 1.88e+04 0.171085\n", " 60 1501.98 1 817 0.342169\n", " 61 1390.83 1 -0.265 1.36868\n", " 62 1443.53 1 266 0.456226\n", " 63 1390.47 1 1.07 0.912452\n", " 64 1395.63 1 18.5 0.912937\n", " 65 1389.06 1 -0.3 1.82587\n", " 66 1396.71 1 24.1 1.02714\n", " 67 1388.12 1 0.0886 2.05429\n", " 68 1387.42 1 0.903 1.8183\n", " 69 1386.1 1 0.141 1.82039\n", " 70 1385.12 1 -0.0378 1.74125\n", " 71 1384.5 1 -0.0799 1.56926\n", " 72 1384.13 1 -0.0541 1.31232\n", " 73 1383.92 1 -0.0417 1.07534\n", " 74 1383.81 1 -0.0221 0.807937\n", " 75 1383.74 1 -0.0148 0.610316\n", " 76 1383.71 1 -0.00601 0.394899\n", " 77 1381.25 0.219 -5.55 0.2721\n", " 78 1380.66 1 -0.0844 0.2721\n", " 79 1398.16 1 30.5 0.0907002\n", " 80 1381.93 1 2.47 0.1814\n", " 81 1380.57 1 -0.0161 0.725601\n", " 82 1380.56 1 0.0477 0.241867\n", " 83 1380.5 1 -0.0152 0.364262\n", " 84 1380.63 1 0.276 0.150937\n", " 85 1380.49 1 0.0032 0.301875\n", " 86 1380.46 1 -0.00442 0.300347\n", " 87 1380.45 0.104 -0.0208 0.275085\n", " 88 1380.44 1 -0.00429 0.275085\n", " 89 1380.41 1 -0.0166 0.0916949\n", " 90 1380.39 0.145 -0.0692 0.030565\n", " 91 1640.06 0.933 5.34e+03 0.030565\n", " 92 1380.53 1 0.73 0.06113\n", " 93 1380.36 1 -0.0137 0.24452\n", " 94 1380.4 1 0.384 0.0815066\n", " 95 1380.31 1 -0.0212 0.163013\n", " 96 1447.55 1 548 0.0543377\n", " 97 1380.43 1 0.629 0.108675\n", " 98 1380.28 1 -0.0175 0.434702\n", " 99 1380.29 1 0.318 0.144901\n", " 100 1380.22 1 -0.0255 0.289801\n", " 101 1392.09 1 50.5 0.0966004\n", " 102 1380.24 1 0.353 0.193201\n", " 103 1380.18 1 -0.0199 0.772803\n", " 104 1380.13 1 0.15 0.257601\n", " 105 1381.04 1 2.98 0.258124\n", " 106 1379.91 1 -0.0449 0.516248\n", " 107 1384.63 1 13.7 0.281335\n", " 108 1379.8 1 0.213 0.56267\n", " 109 1380.29 1 1.95 0.564867\n", " 110 1379.4 1 -0.113 1.12973\n", " 111 1384.16 1 12.2 0.499499\n", " 112 1379.23 1 0.313 0.998997\n", " 113 1379.03 1 0.73 1.01014\n", " 114 1378.14 1 0.142 1.17834\n", " 115 1377.44 1 0.376 1.16875\n", " 116 1376.64 0.83 0.486 1.16918\n", " 117 1375.26 1 -0.251 1.16918\n", " 118 1374.99 1 0.00482 0.495097\n", " 119 1374.8 1 -0.0201 0.475238\n", " 120 1374.67 1 -0.0263 0.433542\n", " 121 1374.58 1 -0.0155 0.359352\n", " 122 1374.52 1 -0.016 0.314727\n", " 123 1374.47 1 -0.0125 0.253134\n", " 124 1374.43 1 -0.0119 0.207656\n", " 125 1374.39 1 -0.0108 0.162902\n", " 126 1374.36 1 -0.0104 0.127413\n", " 127 1374.35 0.281 -0.0168 0.0970351\n", " 128 1374.32 1 -0.00962 0.0970351\n", " 129 1374.29 1 -0.0124 0.0663638\n", " 130 1374.23 1 -0.0344 0.0383007\n", " 131 1373.84 0.511 9.27 0.0127669\n", " 132 2452.15 0.298 3.07e+05 0.0127669\n", " 133 2436.39 0.565 1.59e+05 0.0255338\n", " 134 1372.31 1 -0.0967 0.102135\n", " 135 2378.25 0.512 1.01e+05 0.034045\n", " 136 2371.34 0.945 5.47e+04 0.0680901\n", " 137 1372.18 1 -0.0301 0.27236\n", " 138 2342.97 0.991 3.72e+04 0.0907868\n", " 139 1372.21 1 0.569 0.181574\n", " 140 1372.13 1 -0.0176 0.726294\n", " 141 1372.07 1 0.166 0.242098\n", " 142 1372.95 1 3.7 0.240337\n", " 143 1371.85 1 -0.0552 0.480675\n", " 144 1392.02 1 95 0.160225\n", " 145 1372.11 1 1.24 0.32045\n", " 146 1371.75 1 -0.0411 1.2818\n", " 147 1371.72 1 0.315 0.427267\n", " 148 1371.47 1 -0.057 0.590486\n", " 149 1371.52 1 0.331 0.196829\n", " 150 1371.39 1 -0.00205 0.393658\n", " 151 1371.34 1 -0.0144 0.340845\n", " 152 1371.32 1 -0.00346 0.171034\n", " 153 1371.31 1 -0.00174 0.127444\n", " 154 1371.31 1 -0.000328 0.0424812\n", " 155 1371.31 1 -0.000444 0.0150243\n", " 156 1371.3 1 -0.000889 0.00500809\n", " 157 1371.3 1 -0.000785 0.00303558\n", " 158 1371.3 1 -0.000406 0.00214875\n", " 159 1371.3 1 0.000584 0.00190994\n", " 160 1371.3 1 0.00375 0.0019987\n", " 161 1371.3 1 0.00379 0.00399739\n", " 162 1371.3 1 0.00331 0.0159896\n", " 163 1371.3 1 0.000892 0.127917\n", " 164 1371.3 1 0.000365 0.158152\n", " 165 1371.3 1 0.000114 0.170481\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Parameters converged to within tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 465083\n", " 1 465007 8.38e-05 -4.54e+05 2.30994\n", " 2 463842 0.00128 -4.53e+05 2.30994\n", " 3 462822 0.00113 -4.52e+05 2.30994\n", " 4 462791 3.38e-05 -4.52e+05 2.30994\n", " 5 462617 0.000193 -4.52e+05 2.30994\n", " 6 458927 0.00409 -4.5e+05 2.30994\n", " 7 422389 0.0415 -4.33e+05 2.30994\n", " 8 357160 0.0824 -3.84e+05 2.30994\n", " 9 319956 0.0517 -3.73e+05 2.30994\n", " 10 310100 0.0154 -3.26e+05 2.30994\n", " 11 229080 0.112 -4.41e+05 2.30994\n", " 12 186216 0.094 -2.39e+05 2.30994\n", " 13 176088 0.0269 -1.95e+05 2.30994\n", " 14 147930 0.0771 -1.91e+05 2.30994\n", " 15 147316 0.00213 -1.45e+05 2.30994\n", " 16 90108.3 0.152 -2.67e+05 2.30994\n", " 17 82496.8 0.0391 -1.09e+05 2.30994\n", " 18 47532.2 0.134 -2.28e+05 2.30994\n", " 19 27951 0.199 -5.35e+04 2.30994\n", " 20 25946.8 0.0388 -2.62e+04 2.30994\n", " 21 8799.85 0.342 -2.47e+04 2.30994\n", " 22 1839.24 0.626 -1.28e+03 2.30994\n", " 23 1814.18 1 808 2.30994\n", " 24 4084.01 0.968 1.67e+04 3.39866\n", " 25 1885.15 1 1.18e+03 6.79731\n", " 26 1611.13 1 102 27.1892\n", " 27 1577.5 1 13.3 20.6015\n", " 28 1535.52 1 6.33 16.3673\n", " 29 1514.91 1 -2.92 15.5037\n", " 30 1512.92 0.164 -5.45 5.16789\n", " 31 1509.13 0.531 -2.21 5.16789\n", " 32 1505.85 1 -0.704 5.16789\n", " 33 1503.81 1 -0.659 4.81718\n", " 34 1500.54 1 1 3.62798\n", " 35 1494.99 1 -1.13 3.23185\n", " 36 1492.78 1 -0.659 2.98955\n", " 37 1491.7 0.734 -0.501 1.55426\n", " 38 1491.02 1 -0.224 1.55426\n", " 39 1490.59 1 -0.154 1.15904\n", " 40 1480.16 1 -4.66 0.925269\n", " 41 1472.06 0.109 -34.9 0.308423\n", " 42 1464.38 0.106 -33.7 0.308423\n", " 43 1472.67 1 337 0.308423\n", " 44 1428.31 1 -5.89 0.616846\n", " 45 1425.25 0.221 -6.33 0.205615\n", " 46 1421.72 0.478 5.91 0.205615\n", " 47 3584.84 0.828 4.09e+04 0.205615\n", " 48 1495.21 1 393 0.411231\n", " 49 1415.73 1 -1.28 1.64492\n", " 50 1422.37 1 24.8 0.548307\n", " 51 1414.6 1 0.687 1.09661\n", " 52 1413.37 1 -0.283 1.00891\n", " 53 1413.51 1 1.26 0.34837\n", " 54 1411.67 1 -0.259 0.696739\n", " 55 1411.33 1 -0.0402 0.289324\n", " 56 1411.17 1 -0.0426 0.271869\n", " 57 1418.01 1 18.7 0.151528\n", " 58 1411.79 1 2.17 0.303056\n", " 59 1410.92 1 0.087 1.21222\n", " 60 1410.77 1 -0.0423 1.10813\n", " 61 1410.77 1 0.278 0.369376\n", " 62 1410.68 1 -0.0243 0.738753\n", " 63 1410.65 1 0.1 0.534069\n", " 64 1410.55 1 0.0154 0.594441\n", " 65 1410.43 1 -0.026 0.587803\n", " 66 1410.35 1 0.0366 0.195934\n", " 67 1410.27 1 0.0825 0.196907\n", " 68 1410.3 1 0.165 0.196865\n", " 69 1410.22 1 0.00944 0.393729\n", " 70 1410.22 0.957 0.0593 0.392313\n", " 71 1410.19 1 -0.000991 0.784626\n", " 72 1410.17 1 -0.00589 0.72629\n", " 73 1410.1 1 0.284 0.242097\n", " 74 1409.99 0.302 0.115 0.282002\n", " 75 1409.32 1 -0.217 0.282002\n", " 76 1408.37 1 -0.239 0.165981\n", " 77 1411.21 1 4.82 0.157083\n", " 78 1408.98 1 2.24 0.314167\n", " 79 1407.45 1 -0.289 1.25667\n", " 80 1405.84 1 -0.546 0.473266\n", " 81 1403.18 1 -0.908 0.252482\n", " 82 1400.81 1 -0.823 0.174967\n", " 83 1398.15 1 -0.966 0.156714\n", " 84 1391.07 0.603 -5.28 0.138489\n", " 85 1387.48 0.0822 -20.3 0.138489\n", " 86 1387.29 0.00236 -39.7 0.138489\n", " 87 1384.33 0.614 -1.59 0.138489\n", " 88 1384.07 0.0733 -1.73 0.138489\n", " 89 1381.6 1 -0.93 0.138489\n", " 90 1378.51 0.777 -1.64 0.11018\n", " 91 1366.79 1 -5.67 0.11018\n", " 92 1319.31 0.26 -88.5 0.0367267\n", " 93 1270.98 0.0921 -252 0.0367267\n", " 94 986.109 1 -17.9 0.0367267\n", " 95 1017.39 1 44.5 0.0122422\n", " 96 1004.99 1 29.5 0.0244845\n", " 97 988.903 1 6.89 0.0979379\n", " 98 984.088 1 -0.18 0.783503\n", " 99 983.945 1 0.129 0.261168\n", " 100 983.712 1 -0.0552 0.267958\n", " 101 983.612 1 -0.0313 0.197881\n", " 102 983.556 1 -0.0198 0.167482\n", " 103 983.518 1 -0.0134 0.14727\n", " 104 983.501 1 0.01 0.126166\n", " 105 983.577 1 0.161 0.126268\n", " 106 983.492 1 0.00812 0.252536\n", " 107 983.474 1 -0.00435 0.255686\n", " 108 983.462 1 -0.00391 0.164917\n", " 109 983.457 1 0.00496 0.12251\n", " 110 983.506 1 0.0982 0.123493\n", " 111 983.455 1 0.00622 0.246985\n", " 112 983.446 1 -0.00186 0.291759\n", " 113 983.441 1 -0.00181 0.168847\n", " 114 983.437 1 0.00108 0.0951876\n", " 115 983.495 1 0.11 0.0951558\n", " 116 983.441 1 0.0111 0.190312\n", " 117 983.435 1 -0.000595 0.761246\n", " 118 983.433 1 -0.000593 0.329638\n", " 119 983.431 1 -0.000989 0.182624\n", " 120 983.426 1 -0.00201 0.0608747\n", " 121 983.439 1 0.0314 0.0369134\n", " 122 983.427 1 0.005 0.0738268\n", " 123 983.426 1 -0.000266 0.295307\n", " 124 983.425 1 -0.000408 0.221281\n", " 125 983.423 1 -0.000934 0.0737604\n", " 126 983.43 1 0.0175 0.0392779\n", " 127 983.423 1 0.0034 0.0785558\n", " 128 983.422 1 -0.000163 0.314223\n", " 129 983.422 1 -0.000244 0.261025\n", " 130 983.42 1 -0.000644 0.0870082\n", " 131 983.419 1 0.00202 0.0290027\n", " 132 984.891 1 2.7 0.0300086\n", " 133 983.794 1 0.692 0.0600173\n", " 134 983.423 1 0.0105 0.240069\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Parameters converged to within tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 107261\n", " 1 107258 1.51e-05 -1.04e+05 0.530986\n", " 2 107253 2.33e-05 -1.04e+05 0.530986\n", " 3 107240 6.27e-05 -1.04e+05 0.530986\n", " 4 106482 0.00366 -1.03e+05 0.530986\n", " 5 93982.6 0.0678 -8.46e+04 0.530986\n", " 6 93670.9 0.0017 -9.23e+04 0.530986\n", " 7 92202.1 0.00802 -9.29e+04 0.530986\n", " 8 90694.8 0.00819 -9.56e+04 0.530986\n", " 9 82410 0.0439 -1.02e+05 0.530986\n", " 10 79844.3 0.0152 -9.05e+04 0.530986\n", " 11 73431.5 0.0345 -1.13e+05 0.530986\n", " 12 49667.3 0.105 -1.87e+05 0.530986\n", " 13 47323.3 0.0229 -5.57e+04 0.530986\n", " 14 31857.9 0.108 -1.23e+05 0.530986\n", " 15 17200.4 0.174 -6.06e+04 0.530986\n", " 16 11400.6 0.156 -2.27e+04 0.530986\n", " 17 11093.3 0.0164 -9.51e+03 0.530986\n", " 18 6533.47 0.536 1.14e+05 0.530986\n", " 19 5197.56 0.238 -2.86e+03 0.530986\n", " 20 4250.09 0.165 -3.72e+03 0.530986\n", " 21 4054.73 0.655 2.77e+03 0.530986\n", " 22 3967.67 0.0705 -601 0.530986\n", " 23 3594.36 1 -20.6 0.530986\n", " 24 3524.95 1 19.1 0.176995\n", " 25 3442.68 1 2.14 0.177994\n", " 26 3412.13 1 23.7 0.171126\n", " 27 3641.48 1 1.05e+03 0.201821\n", " 28 3503.84 1 535 0.403642\n", " 29 3363.8 1 120 1.61457\n", " 30 3320.83 1 -2.77 1.6146\n", " 31 3317.97 1 -0.521 1.05069\n", " 32 3316.85 1 -0.241 0.863055\n", " 33 3316.28 1 -0.232 0.663335\n", " 34 3139.36 0.572 -145 0.469614\n", " 35 10864.3 0.254 5.11e+06 0.469614\n", " 36 7969.37 0.313 1.38e+06 0.939229\n", " 37 412636 0.907 2.73e+07 3.75692\n", " 38 2848.83 1 -186 30.0553\n", " 39 16443.3 1 2.26e+05 10.0184\n", " 40 28548.7 0.814 3.28e+04 20.0369\n", " 41 4262.73 1 3.65e+03 80.1475\n", " 42 2778.17 1 -28.3 641.18\n", " 43 2614.78 0.828 -96 213.727\n", " 44 2339.78 0.979 -141 213.727\n", " 45 2005.76 1 -149 213.727\n", " 46 1642.48 1 -95.7 71.2423\n", " 47 1546.81 1 41.9 23.7474\n", " 48 1506.57 1 -1.24 18.048\n", " 49 1504.67 0.585 -1.39 6.01599\n", " 50 1503.76 1 -0.326 6.01599\n", " 51 1497.21 1 -1.53 2.00533\n", " 52 1496.79 0.0655 -3.06 1.56964\n", " 53 1493.96 1 -0.436 1.56964\n", " 54 1493.93 0.0103 -1.82 1.4401\n", " 55 1493.9 0.00634 -1.82 1.4401\n", " 56 1491.22 1 -1.04 1.4401\n", " 57 1486.52 1 -2.06 0.875753\n", " 58 1474.15 0.72 -5.92 0.361587\n", " 59 1467.6 1 3.71 0.361587\n", " 60 1466.76 0.0392 -9.7 0.362031\n", " 61 1464.49 1 2.37 0.362031\n", " 62 1465.74 1 7.46 0.382585\n", " 63 1463.84 1 3.7 0.765169\n", " 64 1462.59 1 1.46 0.970246\n", " 65 1461.84 1 0.609 1.06775\n", " 66 1461.84 3.46e-05 -0.459 1.06722\n", " 67 1461.49 1 0.0794 1.06722\n", " 68 1461.31 1 -0.0249 1.06411\n", " 69 1461.15 1 -0.0482 0.704805\n", " 70 1461.02 1 -0.048 0.542212\n", " 71 1460.9 1 -0.0407 0.352688\n", " 72 1460.84 0.571 -0.0454 0.300386\n", " 73 1460.82 0.173 -0.0439 0.300386\n", " 74 1460.75 1 -0.0275 0.300386\n", " 75 5345.83 0.482 7.66e+05 0.187329\n", " 76 1419.03 0.721 -7.72 0.374659\n", " 77 1424.63 1 39.3 0.374659\n", " 78 1412.24 1 8.09 0.749318\n", " 79 1406.21 0.954 -0.826 0.749375\n", " 80 1405.88 1 -0.0732 0.749375\n", " 81 1405.41 1 -0.23 0.249792\n", " 82 1403.06 0.559 -2.1 0.0832639\n", " 83 1403.45 1 4.58 0.0832639\n", " 84 1402.76 1 -0.0604 0.166528\n", " 85 3461.98 0.773 1.48e+05 0.0963285\n", " 86 1402.73 1 2.64 0.192657\n", " 87 1416.71 1 61.7 0.322193\n", " 88 1401.48 1 -0.0198 0.644387\n", " 89 1402.54 1 5.55 0.460866\n", " 90 1400.66 1 -0.182 0.921732\n", " 91 1401.17 1 2.78 0.485133\n", " 92 1400.16 1 -0.127 0.970266\n", " 93 1428.87 1 66.9 0.759625\n", " 94 1402.97 1 7.33 1.51925\n", " 95 1399.49 1 -0.139 6.077\n", " 96 1400.36 1 2.43 2.04758\n", " 97 1399.23 1 0.0874 4.09516\n", " 98 1398.74 1 -0.161 4.08258\n", " 99 1398.31 1 -0.0117 1.36086\n", " 100 1397.91 1 -0.117 1.02272\n", " 101 1397.66 1 -0.0709 0.629387\n", " 102 1397.49 1 -0.0588 0.564504\n", " 103 1397.37 1 -0.0428 0.457902\n", " 104 1397.29 1 -0.0332 0.366788\n", " 105 1397.22 1 -0.0266 0.28901\n", " 106 1397.16 1 -0.0215 0.226341\n", " 107 1397.12 1 -0.0174 0.177571\n", " 108 1397.08 1 -0.0139 0.139895\n", " 109 1397.06 1 -0.0111 0.11072\n", " 110 1397.03 1 -0.00879 0.0879191\n", " 111 1397.02 1 -0.00697 0.0699148\n", " 112 1397 1 -0.00553 0.0555861\n", " 113 1396.99 1 -0.00429 0.0441144\n", " 114 1396.99 1 0.00258 0.0346036\n", " 115 1396.99 0.165 0.019 0.0346047\n", " 116 1396.99 0.201 0.00902 0.0692094\n", " 117 1396.99 0.341 -0.000448 0.276838\n", " 118 1396.98 1 -0.000458 0.276838\n", " 119 1396.98 1 -0.000409 0.181861\n", " 120 1396.98 1 -6.35e-05 0.08535\n", " 121 1396.99 1 0.0197 0.0829354\n", " 122 1396.98 1 0.00276 0.165871\n", " 123 1396.98 1 -0.000127 0.663483\n", " 124 1396.98 1 -0.000123 0.502746\n", " 125 1396.98 1 -0.000338 0.167582\n", " 126 1396.98 0.418 -0.000931 0.0558606\n", " 127 1396.98 1 -0.000791 0.0558606\n", " 128 1396.97 1 0.000547 0.0186202\n", " 129 1398.17 1 2.64 0.0185694\n", " 130 1397.35 1 0.8 0.0371388\n", " 131 1396.98 1 0.0209 0.148555\n", " 132 1396.97 1 -0.000173 1.18844\n", " 133 1396.97 1 -1.65e-05 0.402797\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Parameters converged to within tolerance. \n", "Warning: LSQLIN did not converge. Infeasible network contraints.\n", "> In mylsqlin\n", "In multistart\n", "In multistart\n", "In estimate\n", "In inca_script (line 160)\n", "Warning: Network is ill-conditioned.\n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 1e+22\n", " \n", " Maximum lambda value exceeded.\n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 490438\n", " 1 490428 1.06e-05 -4.82e+05 1.18689\n", " 2 490234 0.000201 -4.82e+05 1.18689\n", " 3 490087 0.000153 -4.82e+05 1.18689\n", " 4 447171 0.0408 -5.69e+05 1.18689\n", " 5 325877 0.105 -6.76e+05 1.18689\n", " 6 297536 0.0384 -4.26e+05 1.18689\n", " 7 294912 0.00446 -2.98e+05 1.18689\n", " 8 276731 0.0298 -3.25e+05 1.18689\n", " 9 276585 0.000272 -2.69e+05 1.18689\n", " 10 202744 0.102 -4.85e+05 1.18689\n", " 11 176501 0.0563 -2.8e+05 1.18689\n", " 12 128542 0.0979 -3.77e+05 1.18689\n", " 13 116476 0.0452 -1.45e+05 1.18689\n", " 14 52754 0.193 -2.67e+05 1.18689\n", " 15 5977.71 0.433 1.3e+05 1.18689\n", " 16 2984.77 0.47 1.58e+04 1.18689\n", " 17 2289.16 0.693 3.54e+03 1.18689\n", " 18 2084.1 0.522 2.23e+03 1.18689\n", " 19 2051.37 0.0944 -168 1.18689\n", " 20 1944.98 1 -0.944 1.18689\n", " 21 1980.2 0.78 990 0.456903\n", " 22 1813.2 0.648 616 0.913806\n", " 23 1647.69 1 6.6 0.913806\n", " 24 1627.69 1 53.4 0.537373\n", " 25 1488.94 1 -15.5 0.620354\n", " 26 1465.13 0.594 -9.33 0.43749\n", " 27 1454.95 1 -1.2 0.43749\n", " 28 1451.01 0.0789 -21.5 0.14583\n", " 29 1442.7 0.436 -0.703 0.14583\n", " 30 1427.22 0.804 130 0.14583\n", " 31 1417.8 1 2.07 0.14583\n", " 32 1416.67 1 0.526 0.101025\n", " 33 1416.48 1 0.161 0.0990643\n", " 34 1405.67 0.611 -4.45 0.0990637\n", " 35 1403.13 1 -0.194 0.0990637\n", " 36 1402.69 0.438 -0.345 0.0330212\n", " 37 1402.47 1 -0.0161 0.0330212\n", " 38 1401.39 1 -0.231 0.011259\n", " 39 1400.29 0.153 -21.5 0.0104686\n", " 40 1399.86 1 0.0345 0.0104686\n", " 41 1399.81 1 0.0181 0.00780222\n", " 42 1389.46 0.505 0.835 0.00779549\n", " 43 1385.14 1 -0.336 0.00779549\n", " 44 1384.45 1 0.188 0.00620533\n", " 45 1384.53 0.941 0.501 0.00599565\n", " 46 1384.53 0.97 0.479 0.0119913\n", " 47 1384.75 0.368 3.45 0.0479652\n", " 48 1384.27 1 0.441 0.383722\n", " 49 1384.07 1 0.262 0.466115\n", " 50 1383.59 0.246 -0.621 0.470974\n", " 51 1383.58 0.00471 -0.549 0.470974\n", " 52 1383.57 0.0264 -0.241 0.470974\n", " 53 1383.32 1 -0.0402 0.470974\n", " 54 1383.19 1 -0.0367 0.156991\n", " 55 1383.11 1 -0.0241 0.106863\n", " 56 1383.05 1 -0.0186 0.100781\n", " 57 1383.01 1 -0.0127 0.0949774\n", " 58 1382.99 1 -0.00879 0.086408\n", " 59 1382.97 1 -0.00659 0.0752113\n", " 60 1382.96 1 -0.00553 0.0621686\n", " 61 1382.94 1 -0.00542 0.0479844\n", " 62 1382.93 1 -0.00687 0.0327856\n", " 63 1382.92 1 0.0319 0.0157168\n", " 64 1382.9 1 -0.00159 0.0157273\n", " 65 1784.33 0.388 2.14e+04 0.0125432\n", " 66 1782.88 0.54 1.49e+04 0.0250864\n", " 67 1381.09 1 7.07 0.100345\n", " 68 1380.75 1 3.78 0.100951\n", " 69 1377.9 1 -0.331 0.151734\n", " 70 1377.79 1 -0.0156 0.0505781\n", " 71 1377.76 1 -0.01 0.0168594\n", " 72 1666.92 0.236 9.76e+04 0.00561979\n", " 73 1673.09 0.47 4.5e+04 0.0112396\n", " 74 1376.6 1 -0.284 0.0449583\n", " 75 1616.31 0.751 1.69e+04 0.0176134\n", " 76 1377.43 1 3.35 0.0352267\n", " 77 1376.46 1 0.506 0.140907\n", " 78 1376.14 1 -0.0282 0.141772\n", " 79 1373.98 0.0475 -23.2 0.0472575\n", " 80 1373.48 1 0.597 0.0472575\n", " 81 1379.26 1 33.3 0.046698\n", " 82 1373.11 1 0.00114 0.0933959\n", " 83 1626.55 0.866 2.85e+03 0.0499475\n", " 84 1375.13 1 6.22 0.099895\n", " 85 1372.93 1 -0.0582 0.39958\n", " 86 1372.91 0.0373 -0.224 0.133193\n", " 87 1374.9 1 6.13 0.133193\n", " 88 1372.75 1 0.132 0.266387\n", " 89 1372.8 1 0.981 0.261803\n", " 90 1372.36 1 -0.126 0.523607\n", " 91 1387.7 1 48.2 0.174536\n", " 92 1372.42 1 0.724 0.349071\n", " 93 1372.22 1 -0.0544 1.39628\n", " 94 1372.13 1 0.21 0.465428\n", " 95 1372 1 0.165 0.470385\n", " 96 1371.94 1 0.265 0.472425\n", " 97 1371.71 1 -0.00787 0.59622\n", " 98 1371.71 1 0.142 0.514924\n", " 99 1371.54 1 -0.0366 0.954817\n", " 100 1371.58 0.717 0.349 0.318272\n", " 101 1371.48 1 0.0115 0.636545\n", " 102 1371.44 0.216 -0.0925 0.617225\n", " 103 1371.43 1 0.0287 0.617225\n", " 104 1371.4 1 -0.00487 0.799275\n", " 105 1371.41 1 0.0318 0.549774\n", " 106 1371.39 1 -0.0024 1.09955\n", " 107 1371.39 1 0.012 0.661652\n", " 108 1371.39 1 -0.00146 1.3233\n", " 109 1371.38 1 0.00423 0.775549\n", " 110 1371.38 1 -0.000923 0.838099\n", " 111 1371.37 1 0.00105 0.733167\n", " 112 1371.37 1 -0.000185 0.732361\n", " 113 1371.37 1 7.88e-05 0.69687\n", " 114 1371.36 1 -0.000141 0.678156\n", " 115 1371.36 1 -8.37e-05 0.647259\n", " 116 1371.36 1 -0.00014 0.621331\n", " 117 1371.35 1 -0.000122 0.591843\n", " 118 1371.35 1 -0.000136 0.564516\n", " 119 1371.35 1 -0.000127 0.536752\n", " 120 1371.35 1 -0.000128 0.510436\n", " 121 1371.35 1 -0.000123 0.484756\n", " 122 1371.34 1 -0.00012 0.4603\n", " 123 1371.34 1 -0.000115 0.436792\n", " 124 1371.34 1 -0.000112 0.414387\n", " 125 1371.34 1 -0.000108 0.392971\n", " 126 1371.34 1 -0.000105 0.372558\n", " 127 1371.34 1 -0.000102 0.353081\n", " 128 1371.33 1 -9.98e-05 0.334516\n", " 129 1371.33 1 -9.74e-05 0.316811\n", " 130 1371.33 1 -9.52e-05 0.299931\n", " 131 1371.33 1 -9.33e-05 0.283835\n", " 132 1371.33 1 -9.16e-05 0.268486\n", " 133 1371.33 1 -9.01e-05 0.253848\n", " 134 1371.33 1 -8.88e-05 0.23989\n", " 135 1371.32 1 -8.76e-05 0.226579\n", " 136 1371.32 1 -8.98e-05 0.213887\n", " 137 1371.32 1 -9.15e-05 0.201561\n", " 138 1371.32 1 -9.37e-05 0.18967\n", " 139 1371.32 1 -9.4e-05 0.178204\n", " 140 1371.32 1 -9.45e-05 0.167297\n", " 141 1371.32 0.976 -0.000124 0.156925\n", " 142 1371.32 1 -0.000224 0.156925\n", " 143 1371.32 1 -0.000591 0.0523082\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Norm of gradient less than tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 170405\n", " 1 170400 1.6e-05 -1.67e+05 0.987759\n", " 2 170367 9.94e-05 -1.67e+05 0.987759\n", " 3 170360 2.08e-05 -1.67e+05 0.987759\n", " 4 169969 0.00117 -1.66e+05 0.987759\n", " 5 160208 0.0301 -1.58e+05 0.987759\n", " 6 136925 0.0791 -1.38e+05 0.987759\n", " 7 128921 0.0307 -1.27e+05 0.987759\n", " 8 97264.7 0.157 -6.4e+04 0.987759\n", " 9 77005.2 0.121 -7.25e+04 0.987759\n", " 10 63258.6 0.0946 -7.06e+04 0.987759\n", " 11 42785.4 0.115 -1.33e+05 0.987759\n", " 12 22780.6 0.15 -1.17e+05 0.987759\n", " 13 19410 0.0732 -2.55e+04 0.987759\n", " 14 8786.14 0.199 -4.46e+04 0.987759\n", " 15 1859.59 0.444 5.59e+03 0.987759\n", " 16 2007.47 0.496 3.54e+04 0.987759\n", " 17 2197.17 0.565 2.71e+04 1.97552\n", " 18 1859.57 2.02e-05 -454 7.90207\n", " 19 2307.3 0.88 1.14e+04 7.90207\n", " 20 1749.13 1 836 15.8041\n", " 21 1427.88 1 59.4 18.175\n", " 22 1400.43 1 0.447 6.05832\n", " 23 1384.24 1 0.83 2.01944\n", " 24 1379.99 0.423 -4.11 1.08061\n", " 25 1378.74 0.25 -2.3 1.08061\n", " 26 1376.6 1 -0.432 1.08061\n", " 27 1376.15 1 -0.0165 0.489416\n", " 28 1376.03 1 -0.0356 0.44625\n", " 29 1375.96 0.826 -0.0342 0.14875\n", " 30 1375.95 1 -0.00233 0.14875\n", " 31 1375.94 1 -0.00108 0.0780165\n", " 32 1375.94 0.826 -0.00301 0.0723396\n", " 33 1375.93 1 -0.00314 0.0723396\n", " 34 1375.91 1 -0.00298 0.0307787\n", " 35 1375.87 1 -0.0351 0.0241936\n", " 36 1377.69 0.344 68.1 0.00806452\n", " 37 1377.63 0.683 34.2 0.016129\n", " 38 1375.82 0.842 -0.0327 0.0645162\n", " 39 1375.71 1 -0.0727 0.0645162\n", " 40 1376.61 0.37 16 0.0215054\n", " 41 1376.62 0.729 8.34 0.0430108\n", " 42 1375.61 1 -0.0574 0.172043\n", " 43 1376.18 0.717 4.77 0.0573477\n", " 44 1375.45 1 0.153 0.114695\n", " 45 1375.44 0.417 0.764 0.0893086\n", " 46 1375.65 0.177 3.04 0.0893086\n", " 47 1375.76 0.345 2.44 0.178617\n", " 48 1375.6 1 1.02 0.714469\n", " 49 1374.93 1 -0.0652 5.71575\n", " 50 1374.86 1 0.045 1.90525\n", " 51 1374.72 1 -0.00663 1.90463\n", " 52 1374.64 0.841 0.123 1.76247\n", " 53 1374.61 1 0.184 1.76247\n", " 54 1374.41 1 -0.035 2.48176\n", " 55 1374.43 1 0.104 1.39074\n", " 56 1374.37 1 -0.0107 2.78148\n", " 57 1374.34 1 0.00251 1.94824\n", " 58 1374.31 1 -0.00865 1.92266\n", " 59 1374.29 1 -0.00131 1.43894\n", " 60 1374.26 1 -0.00844 1.37362\n", " 61 1374.23 1 -0.00149 0.990428\n", " 62 1374.21 1 -0.00843 0.943436\n", " 63 1374.19 1 -0.00147 0.653759\n", " 64 1374.16 1 -0.00938 0.623779\n", " 65 1374.13 1 -0.00371 0.399595\n", " 66 1374.09 1 -0.0135 0.373291\n", " 67 1374.05 1 -0.0113 0.228837\n", " 68 1374.01 1 -0.0166 0.199247\n", " 69 1373.97 1 -0.0156 0.142018\n", " 70 1378.21 1 10.6 0.11781\n", " 71 1374.54 1 2.19 0.235619\n", " 72 1373.58 1 0.105 0.942476\n", " 73 1373.3 1 -0.0766 0.826209\n", " 74 1373.17 1 0.00846 0.407894\n", " 75 1373.02 1 -0.0028 0.393622\n", " 76 1372.83 1 0.0275 0.298356\n", " 77 1372.66 1 0.323 0.277563\n", " 78 1372.06 1 -0.146 0.282484\n", " 79 1373.93 1 4.37 0.161554\n", " 80 1371.87 1 0.0539 0.323108\n", " 81 1371.76 0.619 -0.033 0.315446\n", " 82 1371.63 1 0.0435 0.315446\n", " 83 1371.61 0.0371 -0.263 0.314323\n", " 84 1371.59 1 0.106 0.314323\n", " 85 1371.48 1 -0.0199 0.442721\n", " 86 1371.74 1 0.549 0.199784\n", " 87 1371.47 1 0.0138 0.399568\n", " 88 1371.45 1 -0.00054 0.413348\n", " 89 1371.44 1 0.00196 0.391294\n", " 90 1371.42 1 -0.00033 0.388734\n", " 91 1371.41 1 -0.000163 0.372822\n", " 92 1371.41 1 -0.000549 0.359987\n", " 93 1371.4 1 -0.000541 0.342154\n", " 94 1371.39 1 -0.000595 0.324625\n", " 95 1371.39 1 -0.00058 0.306188\n", " 96 1371.38 1 -0.000563 0.288206\n", " 97 1371.37 1 -0.00054 0.270788\n", " 98 1371.37 1 -0.00051 0.254098\n", " 99 1371.36 1 -0.000485 0.238332\n", " 100 1371.36 1 -0.000456 0.22338\n", " 101 1371.36 1 -0.000432 0.20934\n", " 102 1371.35 1 -0.000406 0.196086\n", " 103 1371.35 1 -0.000385 0.183641\n", " 104 1371.35 1 -0.000363 0.17191\n", " 105 1371.34 1 -0.000352 0.160882\n", " 106 1371.34 1 -0.000339 0.150331\n", " 107 1371.34 1 -0.000331 0.140336\n", " 108 1371.33 1 -0.000331 0.130812\n", " 109 1371.33 0.512 -0.00129 0.121614\n", " 110 1371.33 1 -0.000866 0.121614\n", " 111 1371.33 1 -0.0019 0.0405379\n", " 112 1371.32 1 -0.00199 0.025368\n", " 113 1371.32 1 -0.00171 0.0183326\n", " 114 1371.31 1 -0.00125 0.0140859\n", " 115 1371.31 1 -0.000458 0.0115667\n", " 116 1371.31 1 0.00162 0.0112094\n", " 117 1371.31 0.64 0.00273 0.0143877\n", " 118 1371.31 1 0.0038 0.0143877\n", " 119 1371.31 1 0.00322 0.0287755\n", " 120 1371.31 1 0.00113 0.115102\n", " 121 1371.31 1 0.000509 0.140191\n", " 122 1371.31 1 0.000167 0.149334\n", " 123 1371.31 1 3.59e-05 0.151747\n", " 124 1371.31 1 -1.04e-05 0.151747\n", " 125 1371.31 1 -2.72e-05 0.145768\n", " 126 1371.31 1 -4.5e-05 0.103731\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Norm of gradient less than tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 249944\n", " 1 249807 0.000279 -2.46e+05 2.30868\n", " 2 249706 0.000206 -2.46e+05 2.30868\n", " 3 249669 7.56e-05 -2.46e+05 2.30868\n", " 4 249636 6.73e-05 -2.46e+05 2.30868\n", " 5 249504 0.000269 -2.45e+05 2.30868\n", " 6 249464 8.07e-05 -2.45e+05 2.30868\n", " 7 249406 0.000118 -2.45e+05 2.30868\n", " 8 247244 0.00443 -2.43e+05 2.30868\n", " 9 222434 0.0535 -2.23e+05 2.30868\n", " 10 222357 0.000175 -2.19e+05 2.30868\n", " 11 217049 0.0123 -2.13e+05 2.30868\n", " 12 185353 0.0771 -2.04e+05 2.30868\n", " 13 169667 0.0404 -2.11e+05 2.30868\n", " 14 143519 0.0649 -2.59e+05 2.30868\n", " 15 138237 0.0181 -1.53e+05 2.30868\n", " 16 134443 0.0138 -1.41e+05 2.30868\n", " 17 107688 0.0873 -1.78e+05 2.30868\n", " 18 36287.2 0.244 -1.88e+05 2.30868\n", " 19 4203.52 0.427 7.51e+04 2.30868\n", " 20 3982.81 0.0539 -1.39e+03 2.30868\n", " 21 2007.69 0.547 330 2.30868\n", " 22 9307.34 1 3.81e+04 2.30868\n", " 23 2816.17 1 3.69e+03 4.61737\n", " 24 1533.67 1 -25.1 18.4695\n", " 25 1464.48 1 -10.2 6.70071\n", " 26 1435.14 1 -6.08 3.57431\n", " 27 1433.21 0.0491 -19.6 1.19144\n", " 28 1426.5 1 0.994 1.19144\n", " 29 1423.61 1 -0.594 0.989345\n", " 30 1422.91 0.642 -0.423 0.329782\n", " 31 1422.72 0.386 -0.225 0.329782\n", " 32 1422.65 0.215 -0.139 0.329782\n", " 33 1422.51 1 -0.05 0.329782\n", " 34 1431.78 1 18.9 0.16312\n", " 35 1421.88 1 2.62 0.326239\n", " 36 1417.54 1 -0.868 0.462318\n", " 37 1413.8 0.261 16.5 0.154106\n", " 38 3230.97 0.332 9.89e+04 0.154106\n", " 39 3160.35 0.451 6.79e+04 0.308212\n", " 40 1545.28 1 1.05e+03 1.23285\n", " 41 1394.9 1 -4.27 9.86278\n", " 42 1383.73 1 -3.97 3.28759\n", " 43 1378.79 0.859 -2.15 1.09586\n", " 44 1378.33 1 0.00904 1.09586\n", " 45 1377.71 1 -0.19 0.945395\n", " 46 1377.69 0.013 -0.771 0.623102\n", " 47 1378.2 1 1.37 0.623102\n", " 48 1377.52 1 -0.0344 1.2462\n", " 49 1377.45 1 0.0528 1.02758\n", " 50 1377.33 1 -0.00599 1.02861\n", " 51 1377.25 1 0.00476 0.972609\n", " 52 1377.18 1 -0.00489 0.956364\n", " 53 1377.13 1 -0.00188 0.904969\n", " 54 1377.12 0.0633 -0.0424 0.871327\n", " 55 1377.08 1 -0.00318 0.871327\n", " 56 1377.04 1 -0.00332 0.828915\n", " 57 1377.01 1 -0.00253 0.782492\n", " 58 1376.98 1 -0.00254 0.741633\n", " 59 1376.95 1 -0.00216 0.69914\n", " 60 1376.93 1 -0.00208 0.659965\n", " 61 1376.91 1 -0.00184 0.620967\n", " 62 1376.89 1 -0.00173 0.584534\n", " 63 1376.88 1 -0.00156 0.549258\n", " 64 1376.86 1 -0.00145 0.516193\n", " 65 1376.85 1 -0.00132 0.484673\n", " 66 1376.84 0.504 -0.00573 0.4551\n", " 67 1376.83 1 -0.00353 0.4551\n", " 68 1376.81 1 -0.00746 0.1517\n", " 69 1376.79 1 -0.00837 0.0803572\n", " 70 1376.78 1 -0.0078 0.0490126\n", " 71 1376.76 1 -0.0076 0.0294648\n", " 72 1376.74 1 -0.00887 0.0168656\n", " 73 1376.68 1 -0.0649 0.0069214\n", " 74 1376.49 0.162 -2.27 0.00230713\n", " 75 1376.47 1 0.00502 0.00230713\n", " 76 1376.48 1 0.0269 0.00227307\n", " 77 1376.48 1 0.0271 0.00454613\n", " 78 1376.48 1 0.0232 0.0181845\n", " 79 1376.47 1 0.00504 0.145476\n", " 80 1376.35 1 -0.0542 0.151993\n", " 81 1376.07 1 -0.0771 0.0506645\n", " 82 1375.99 1 0.00494 0.0262753\n", " 83 1375.99 1 0.0114 0.0137598\n", " 84 1375.99 1 0.00942 0.0275195\n", " 85 1375.98 1 0.00354 0.110078\n", " 86 1375.98 1 0.00236 0.111629\n", " 87 1375.98 1 0.00113 0.139237\n", " 88 1375.98 1 0.000429 0.154495\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Parameters converged to within tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 738472\n", " 1 738453 1.31e-05 -7.27e+05 16.8538\n", " 2 53566 0.558 -3.36e+05 16.8538\n", " 3 49745.9 0.0387 -4.79e+04 16.8538\n", " 4 47733.9 0.0217 -4.56e+04 16.8538\n", " 5 23854.8 0.327 -3.07e+04 16.8538\n", " 6 11860.9 0.377 -1.13e+04 16.8538\n", " 7 8019.74 0.233 -6.66e+03 16.8538\n", " 8 2108.92 0.986 -942 16.8538\n", " 9 1467.32 1 -101 16.8538\n", " 10 1413.55 1 -10.9 5.61792\n", " 11 1400.2 1 -0.418 1.87264\n", " 12 1378.93 0.291 -40.1 1.74996\n", " 13 1374.01 0.337 -6.28 1.74996\n", " 14 1373.52 0.0396 -6.03 1.74996\n", " 15 1370.6 0.265 -5.08 1.74996\n", " 16 1361.55 1 -3.86 1.74996\n", " 17 1351.44 0.253 -18.4 0.58332\n", " 18 1293.34 1 -27.5 0.58332\n", " 19 1290.49 0.00705 -202 0.19444\n", " 20 1182.5 0.298 -161 0.19444\n", " 21 991.163 0.908 -31.4 0.19444\n", " 22 986.186 1 2.89 0.19444\n", " 23 985.693 0.0636 -3.79 0.193603\n", " 24 981.903 1 0.0998 0.193603\n", " 25 980.776 0.708 2.13 0.147509\n", " 26 977.497 1 -0.395 0.147509\n", " 27 976.381 1 -0.22 0.131138\n", " 28 981.266 1 11.2 0.0831886\n", " 29 976.293 1 0.264 0.166377\n", " 30 976.156 1 0.0548 0.178332\n", " 31 976.153 1 0.14 0.178232\n", " 32 976.025 1 -0.0198 0.333803\n", " 33 1047.6 1 128 0.122206\n", " 34 982.346 1 14.5 0.244412\n", " 35 974.661 1 -0.0118 0.977648\n", " 36 974.992 1 0.959 0.325883\n", " 37 974.494 1 -0.00273 0.651766\n", " 38 974.35 1 -0.042 0.646543\n", " 39 974.268 1 -0.0291 0.401226\n", " 40 974.214 1 -0.0202 0.353743\n", " 41 974.176 1 -0.0151 0.288221\n", " 42 974.146 1 -0.0118 0.231727\n", " 43 974.122 1 -0.00951 0.182826\n", " 44 974.106 1 -0.0069 0.142826\n", " 45 974.093 1 -0.00555 0.0968717\n", " 46 974.081 1 -0.00542 0.0572344\n", " 47 974.071 1 -0.00187 0.0344582\n", " 48 974.178 0.453 0.426 0.032003\n", " 49 974.136 0.721 0.165 0.0640061\n", " 50 974.069 1 0.00144 0.256024\n", " 51 974.067 1 -0.000535 0.264867\n", " 52 974.064 1 -0.00124 0.0882889\n", " 53 974.069 1 0.0177 0.0355185\n", " 54 974.062 1 0.000833 0.0710369\n", " 55 974.103 0.862 0.0882 0.0710534\n", " 56 974.066 1 0.0105 0.142107\n", " 57 974.061 1 -0.000388 0.568427\n", " 58 974.06 1 -0.000263 0.388925\n", " 59 974.059 1 -0.000471 0.195708\n", " 60 974.056 1 -0.00129 0.0652361\n", " 61 974.053 1 0.00182 0.0217454\n", " 62 1008.76 1 98 0.0217459\n", " 63 976.347 1 5.3 0.0434917\n", " 64 974.059 1 0.0177 0.173967\n", " 65 974.05 1 -0.000385 1.39173\n", " 66 974.049 1 -0.000167 0.463911\n", " 67 974.049 1 -0.00016 0.441121\n", " 68 974.048 1 -0.000321 0.179621\n", " 69 974.046 1 -0.000881 0.0598736\n", " 70 974.049 0.734 0.0146 0.0199579\n", " 71 974.047 1 0.00416 0.0399157\n", " 72 974.046 1 -0.000229 0.159663\n", " 73 974.045 1 -0.000217 0.127691\n", " 74 974.044 1 0.000303 0.11502\n", " 75 974.045 1 0.00341 0.115989\n", " 76 974.044 1 6.69e-05 0.231977\n", " 77 974.043 1 -0.000171 0.231975\n", " 78 974.042 0.907 -0.000256 0.168658\n", " 79 974.042 1 -0.000161 0.168658\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Norm of gradient less than tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 95111.2\n", " 1 95070.1 0.000228 -9.01e+04 0.69049\n", " 2 95063.6 3.61e-05 -9e+04 0.69049\n", " 3 95053.9 5.37e-05 -9e+04 0.69049\n", " 4 95024 0.000166 -9e+04 0.69049\n", " 5 95000.4 0.000131 -9e+04 0.69049\n", " 6 94962.9 0.000208 -9e+04 0.69049\n", " 7 94932.8 0.000167 -9e+04 0.69049\n", " 8 94797.7 0.00075 -9.02e+04 0.69049\n", " 9 94744.3 0.000297 -8.99e+04 0.69049\n", " 10 84549.2 0.0514 -1.08e+05 0.69049\n", " 11 83411.4 0.00692 -8.46e+04 0.69049\n", " 12 75204 0.0433 -1.12e+05 0.69049\n", " 13 64661.9 0.0607 -1.03e+05 0.69049\n", " 14 63881.1 0.00643 -6.15e+04 0.69049\n", " 15 52939.9 0.0807 -7.5e+04 0.69049\n", " 16 49600.8 0.128 2.22e+05 0.69049\n", " 17 33322.1 0.14 -7.76e+04 0.69049\n", " 18 10358.2 0.227 -2.33e+04 0.69049\n", " 19 7092.62 0.209 -8.34e+03 0.69049\n", " 20 3286.48 0.572 1.97e+03 0.69049\n", " 21 3109.68 0.181 -455 0.69049\n", " 22 8055.08 1 3.49e+04 0.69049\n", " 23 5537.64 1 1.49e+04 1.38098\n", " 24 3512.18 1 2.8e+03 5.52392\n", " 25 2874.22 1 221 44.1913\n", " 26 2749.15 1 -15 38.7313\n", " 27 2724.14 1 -6.28 12.9104\n", " 28 2715.88 0.563 -5.76 7.50858\n", " 29 2708.19 1 -2.9 7.50858\n", " 30 2694.52 1 -6.8 3.54439\n", " 31 2545.95 1 -75.2 1.18146\n", " 32 2516.59 0.286 -33.1 0.393821\n", " 33 2488.12 0.954 -2.57 0.393821\n", " 34 2484.9 1 6.64 0.393821\n", " 35 2484.9 2.07e-05 -4.64 0.39765\n", " 36 2483.29 1 1.68 0.39765\n", " 37 2483.17 1 3.47 0.434749\n", " 38 2481.89 1 0.849 0.777559\n", " 39 2481.58 1 0.315 0.82274\n", " 40 2462.7 0.932 41.8 0.836924\n", " 41 2433.09 1 -4.1 0.836924\n", " 42 2430.64 1 -0.11 0.293967\n", " 43 2430.43 1 -0.00912 0.097989\n", " 44 2430.32 1 0.0701 0.0956652\n", " 45 2430.17 0.574 -0.0187 0.0962111\n", " 46 2430.13 1 0.0104 0.0962111\n", " 47 2430.1 1 0.0321 0.0962098\n", " 48 2430.09 1 0.0631 0.101541\n", " 49 2430.06 0.894 0.0672 0.136677\n", " 50 2430.05 1 0.0723 0.136677\n", " 51 2430.04 1 0.0694 0.203776\n", " 52 2430.02 1 0.0623 0.270779\n", " 53 2430 1 0.0372 0.341314\n", " 54 2429.98 1 0.0198 0.372875\n", " 55 2429.97 1 0.00814 0.382435\n", " 56 2429.95 1 0.000755 0.382862\n", " 57 2429.94 1 -0.00234 0.378102\n", " 58 2429.92 1 -0.00655 0.329737\n", " 59 2429.93 1 0.114 0.163564\n", " 60 2429.9 1 -0.00555 0.327128\n", " 61 2429.95 1 0.213 0.175081\n", " 62 2429.87 1 -0.00848 0.350162\n", " 63 2430.44 1 1.57 0.148148\n", " 64 2429.85 1 0.0277 0.296296\n", " 65 2429.85 1 0.119 0.296496\n", " 66 2429.74 1 -0.0225 0.565964\n", " 67 2429.84 1 0.368 0.372058\n", " 68 2429.68 1 -0.0144 0.744115\n", " 69 2429.7 1 0.159 0.485751\n", " 70 2429.63 1 -0.0161 0.971502\n", " 71 2429.74 1 0.353 0.447392\n", " 72 2429.59 1 -0.00798 0.894784\n", " 73 2429.55 1 0.0369 0.691049\n", " 74 2429.49 1 0.0295 0.692339\n", " 75 2429.43 1 0.0262 0.692315\n", " 76 2429.35 1 0.0216 0.692132\n", " 77 2429.29 1 0.0333 0.691654\n", " 78 2429.22 1 0.0126 0.691892\n", " 79 2429.16 1 -0.00199 0.689952\n", " 80 2429.11 1 -0.00545 0.667419\n", " 81 2429.07 1 -0.00599 0.62635\n", " 82 2429.04 1 -0.00582 0.573544\n", " 83 2429.01 1 -0.00538 0.513434\n", " 84 2428.99 1 -0.00495 0.451504\n", " 85 2428.97 1 -0.00454 0.39074\n", " 86 2428.96 1 -0.00422 0.333801\n", " 87 2428.94 1 -0.00395 0.281516\n", " 88 2428.93 1 -0.00377 0.234606\n", " 89 2428.92 1 -0.00366 0.192888\n", " 90 2428.91 1 -0.00364 0.156377\n", " 91 2428.89 1 -0.0037 0.124649\n", " 92 2428.88 1 -0.00386 0.0975746\n", " 93 2428.87 1 -0.00413 0.0747264\n", " 94 2428.87 0.265 -0.00725 0.0559457\n", " 95 2428.85 1 -0.00441 0.0559457\n", " 96 2428.84 1 -0.00481 0.0377112\n", " 97 2428.83 1 -0.00583 0.0276961\n", " 98 2428.81 1 -0.00651 0.0183602\n", " 99 2428.79 1 -0.00773 0.0126799\n", " 100 2428.77 1 -0.00284 0.00787313\n", " 101 2428.88 1 0.482 0.00654452\n", " 102 2428.75 1 -0.00349 0.013089\n", " 103 2429.29 1 2.13 0.00719916\n", " 104 2428.74 1 0.0258 0.0143983\n", " 105 2428.78 1 0.164 0.0150775\n", " 106 2428.72 1 -0.00263 0.0301551\n", " 107 2428.71 1 0.0187 0.0217654\n", " 108 2428.7 1 0.00648 0.0223746\n", " 109 2428.68 1 0.00224 0.0223173\n", " 110 2428.68 1 0.0113 0.0192178\n", " 111 2428.68 1 0.00941 0.0384355\n", " 112 2428.68 1 0.0059 0.153742\n", " 113 2428.68 1 3.37e-05 1.22994\n", " 114 2428.45 1 -0.0462 1.21466\n", " 115 2428.31 1 -0.0554 0.924674\n", " 116 2428.15 1 0.21 0.308225\n", " 117 2428.97 1 3 0.304291\n", " 118 2427.7 1 -0.123 0.608583\n", " 119 2427.42 1 0.716 0.374267\n", " 120 2425.73 1 -0.558 0.398683\n", " 121 2425.34 0.0983 -1.88 0.274392\n", " 122 2422.5 0.857 -1.32 0.274392\n", " 123 2422.38 1 0.0346 0.274392\n", " 124 2422.23 1 -0.00888 0.273983\n", " 125 2422.1 1 0.000811 0.111987\n", " 126 2421.97 1 -0.014 0.111986\n", " 127 2421.87 1 0.356 0.0373288\n", " 128 4250.6 0.514 1.75e+05 0.0413383\n", " 129 2721.23 1 6.55e+03 0.0826766\n", " 130 2421.41 1 -0.0737 0.330706\n", " 131 2574.24 1 1.53e+03 0.110235\n", " 132 2421.45 1 0.96 0.220471\n", " 133 2421.29 1 -0.053 0.881884\n", " 134 2421.16 1 0.399 0.293961\n", " 135 2425.92 1 15.9 0.295818\n", " 136 2420.68 1 -0.0152 0.591636\n", " 137 2420.74 1 1.14 0.492017\n", " 138 2420.26 1 -0.133 0.984034\n", " 139 2420.37 1 1.07 0.465538\n", " 140 2419.96 1 -0.0912 0.931077\n", " 141 2419.62 1 -0.0622 0.681645\n", " 142 2419.2 1 -0.154 0.628467\n", " 143 2418.68 1 -0.217 0.438324\n", " 144 2417.81 1 -0.391 0.28239\n", " 145 2415.62 1 -1.03 0.144868\n", " 146 2413.14 0.201 -6.11 0.0611246\n", " 147 2407.78 0.209 -12.8 0.0611246\n", " 148 2335.32 1 -34.7 0.0611246\n", " 149 2023.69 1 -21.7 0.0203749\n", " 150 2742.38 0.426 7.4e+03 0.00679162\n", " 151 2741.84 0.822 3.74e+03 0.0135832\n", " 152 2023.59 1 4.12 0.0543329\n", " 153 2018.94 1 -0.331 0.105523\n", " 154 2018.69 1 -0.0398 0.0351744\n", " 155 2018.57 1 -0.0392 0.03431\n", " 156 2018.47 1 -0.0429 0.0242328\n", " 157 2018.36 0.314 -0.178 0.0138232\n", " 158 2017.43 1 -0.38 0.0138232\n", " 159 2016.68 1 1.19 0.00482337\n", " 160 2016.16 1 0.571 0.00482638\n", " 161 2015.85 0.66 0.266 0.00482864\n", " 162 2015.83 1 0.121 0.00482864\n", " 163 2015.32 1 -0.165 0.00709009\n", " 164 2165.34 0.779 766 0.00236336\n", " 165 2164.81 0.877 679 0.00472673\n", " 166 2020.34 1 33.2 0.0189069\n", " 167 2013.88 1 -0.705 0.151255\n", " 168 2109.25 0.649 613 0.0504184\n", " 169 2096.9 0.882 415 0.100837\n", " 170 2004 1 -6.46 0.403347\n", " 171 1957.7 0.21 -131 0.134449\n", " 172 1944.79 0.141 -44.5 0.134449\n", " 173 1852.61 1 -67.6 0.134449\n", " 174 1774.81 0.724 2.85e+03 0.0448164\n", " 175 1693.59 0.126 -173 0.0448164\n", " 176 1311.45 1 33.8 0.0448164\n", " 177 1288.06 1 1.05 0.0149388\n", " 178 1281.46 1 -0.497 0.0147152\n", " 179 1278.58 1 -0.54 0.0147146\n", " 180 1276.32 1 -0.45 0.0147147\n", " 181 1276.06 1 -0.0564 0.0090331\n", " 182 1267.42 1 -1.34 0.00301103\n", " 183 12410.1 0.267 8.06e+07 0.00100368\n", " 184 12436.8 0.492 4.39e+07 0.00200736\n", " 185 1266.48 1 -0.798 0.00802942\n", " 186 12452.9 0.0388 2.31e+08 0.00267647\n", " 187 12453 0.0824 1.09e+08 0.00535295\n", " 188 12453.7 0.326 2.75e+07 0.0214118\n", " 189 1265.76 1 -0.59 0.171294\n", " 190 12396.4 0.192 2.82e+07 0.0570981\n", " 191 12395 0.38 1.43e+07 0.114196\n", " 192 1262.27 1 -4.94 0.456785\n", " 193 12143.7 0.128 1.4e+07 0.152262\n", " 194 12133.8 0.243 7.37e+06 0.304523\n", " 195 12074.6 0.933 1.91e+06 1.21809\n", " 196 1261.36 1 -0.482 9.74475\n", " 197 1256.23 1 -4.55 3.24825\n", " 198 11573.9 0.424 1.9e+06 1.08275\n", " 199 11544.4 0.818 9.81e+05 2.1655\n", " 200 1251.22 1 -3.51 8.662\n", " 201 11115.1 0.792 6.81e+05 2.88733\n", " 202 1230.02 1 -15.9 5.77466\n", " 203 8692.38 0.344 4.41e+05 1.92489\n", " 204 8528.89 0.562 2.64e+05 3.84978\n", " 205 1198.11 1 -15.4 15.3991\n", " 206 5267.55 0.704 6.02e+04 5.13303\n", " 207 1873.45 1 4.54e+03 10.2661\n", " 208 1174.86 1 -11 41.0643\n", " 209 1181.48 1 148 13.6881\n", " 210 1152.33 1 -8.7 27.3762\n", " 211 1143.04 1 33.1 9.1254\n", " 212 1128.48 1 -0.0447 9.16747\n", " 213 1127.21 1 0.352 3.05582\n", " 214 1126.93 1 0.192 2.91765\n", " 215 1126.84 1 0.0865 2.91702\n", " 216 1126.81 1 0.0346 2.92455\n", " 217 1126.78 0.475 -0.0216 2.92853\n", " 218 1126.76 1 -0.00325 2.92853\n", " 219 1126.76 1 -0.000181 0.976175\n", " 220 1126.76 0.502 -0.000334 0.396191\n", " 221 1126.76 1 -0.000141 0.396191\n", " 222 1126.76 1 -0.000232 0.132064\n", " 223 1126.76 1 -0.000614 0.0440212\n", " 224 1126.75 1 -0.00152 0.0146737\n", " 225 1126.75 1 -0.00282 0.00521036\n", " 226 1126.74 1 -0.00278 0.00313982\n", " 227 1126.74 0.297 -0.00372 0.00174535\n", " 228 1126.73 1 -0.00323 0.00174535\n", " 229 1126.7 1 -0.0219 0.000581784\n", " 230 5686.81 0.103 1.02e+09 0.000193928\n", " 231 5686.81 0.207 5.09e+08 0.000387856\n", " 232 5686.8 0.819 1.29e+08 0.00155143\n", " 233 1126.7 1 -0.00443 0.0124114\n", " 234 1126.54 1 -0.339 0.00413713\n", " 235 5686.57 0.0271 7.72e+08 0.00137904\n", " 236 5686.57 0.0536 3.91e+08 0.00275809\n", " 237 5686.58 0.212 9.88e+07 0.0110324\n", " 238 1126.36 0.786 -0.214 0.0882588\n", " 239 5686.48 0.909 1.23e+07 0.0882588\n", " 240 1125.88 1 -0.529 0.176518\n", " 241 5685.85 0.274 1.83e+07 0.0588392\n", " 242 5685.96 0.546 9.18e+06 0.117678\n", " 243 1125.14 1 -0.685 0.470714\n", " 244 5685.16 0.394 6.82e+06 0.156905\n", " 245 5685.45 0.784 3.42e+06 0.313809\n", " 246 1124.36 1 -0.567 1.25524\n", " 247 5684.92 0.708 2.55e+06 0.418412\n", " 248 1118.68 1 -9.25 0.836825\n", " 249 5677.01 0.165 3.12e+06 0.278942\n", " 250 5676.84 0.302 1.69e+06 0.557883\n", " 251 1088.18 1 26.8 2.23153\n", " 252 5597.39 0.415 1.19e+05 0.743844\n", " 253 5589.89 0.484 1e+05 1.48769\n", " 254 1698.45 0.682 9.25e+04 5.95075\n", " 255 1043.49 1 -15 47.606\n", " 256 1357.13 0.419 7.55e+04 15.8687\n", " 257 1358.42 0.613 5.26e+04 31.7373\n", " 258 1028.67 1 -7.99 126.949\n", " 259 1352.29 0.237 6.14e+04 42.3165\n", " 260 1349.62 0.316 4.57e+04 84.6329\n", " 261 1347.83 0.782 1.85e+04 338.532\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Parameters converged to within tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 59393.4\n", " 1 34696.7 0.178 -7.83e+04 0.223123\n", " 2 27869.2 0.0907 -4.06e+04 0.223123\n", " 3 20474.2 0.139 -2.56e+04 0.223123\n", " 4 6480.92 0.484 -9.39e+03 0.223123\n", " 5 6453.77 0.00264 -5.11e+03 0.223123\n", " 6 5099.59 0.172 -3.02e+03 0.223123\n", " 7 4279.05 0.142 -2.22e+03 0.223123\n", " 8 2544.17 0.973 -275 0.223123\n", " 9 2469.3 0.0322 -1.03e+03 0.223123\n", " 10 2226.77 0.155 -501 0.223123\n", " 11 2164.02 0.031 -910 0.223123\n", " 12 2134.6 0.0142 -985 0.223123\n", " 13 2098.68 0.0179 -947 0.223123\n", " 14 1512.64 1 -84.1 0.223123\n", " 15 1403.51 0.105 -497 0.223032\n", " 16 1008.73 1 -48.3 0.223032\n", " 17 997.437 0.328 -14.1 0.0743441\n", " 18 986.339 1 -1.44 0.0743441\n", " 19 1492.21 0.715 2.25e+03 0.0247814\n", " 20 1123.79 1 367 0.0495627\n", " 21 985.678 1 0.341 0.198251\n", " 22 985.336 1 -0.00339 0.168783\n", " 23 1001.34 1 30.3 0.13986\n", " 24 986.521 1 6.95 0.279721\n", " 25 982.862 1 0.081 1.11888\n", " 26 982.348 1 -0.113 0.802502\n", " 27 982.092 1 -0.0805 0.787403\n", " 28 981.961 1 -0.0471 0.667329\n", " 29 981.876 1 -0.0319 0.572277\n", " 30 981.816 1 -0.0234 0.471746\n", " 31 981.77 1 -0.0181 0.381226\n", " 32 981.734 1 -0.0143 0.303912\n", " 33 981.71 0.806 -0.0126 0.240296\n", " 34 981.689 1 -0.00871 0.240296\n", " 35 981.672 1 -0.00703 0.170376\n", " 36 981.658 1 -0.00609 0.110119\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Norm of gradient less than tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 137002\n", " 1 136407 0.0022 -1.37e+05 1.38282\n", " 2 135795 0.00227 -1.37e+05 1.38282\n", " 3 135207 0.00219 -1.36e+05 1.38282\n", " 4 133788 0.00521 -1.4e+05 1.38282\n", " 5 132404 0.00514 -1.39e+05 1.38282\n", " 6 132190 0.000825 -1.3e+05 1.38282\n", " 7 129507 0.00984 -1.44e+05 1.38282\n", " 8 96888.7 0.0868 -2.49e+05 1.38282\n", " 9 83004.5 0.0612 -1.33e+05 1.38282\n", " 10 42595.9 0.169 -1.56e+05 1.38282\n", " 11 30564.6 0.149 -4.49e+04 1.38282\n", " 12 28911.7 0.0288 -2.89e+04 1.38282\n", " 13 27453.6 0.027 -2.72e+04 1.38282\n", " 14 25707.8 0.0337 -2.63e+04 1.38282\n", " 15 15357.4 0.175 -4.17e+04 1.38282\n", " 16 13692.2 0.0566 -1.56e+04 1.38282\n", " 17 4785.2 0.279 -1.9e+04 1.38282\n", " 18 1615.89 0.522 417 1.38282\n", " 19 1472.58 0.448 -116 1.38282\n", " 20 1467.13 0.99 5.51e+03 1.38282\n", " 21 1455.66 0.242 -21.2 1.38282\n", " 22 1441.25 1 4.06 1.38282\n", " 23 1432.61 0.679 -4.01 0.623676\n", " 24 1431.14 1 -0.143 0.623676\n", " 25 1430.31 1 -0.26 0.207892\n", " 26 1430.03 1 0.0505 0.0692974\n", " 27 1429.94 1 0.25 0.0544503\n", " 28 1429.7 1 0.0222 0.0759914\n", " 29 1429.54 1 -0.173 0.0420058\n", " 30 1429.46 0.00232 -17 0.0140019\n", " 31 1425.38 0.148 -11.1 0.0140019\n", " 32 1423.1 0.093 -11.5 0.0140019\n", " 33 1417.99 0.149 -55.5 0.0140019\n", " 34 1412.7 1 -0.402 0.0140019\n", " 35 1411.19 1 -1.7 0.00989606\n", " 36 1862.94 0.0763 3.32e+05 0.00329869\n", " 37 1862.91 0.0891 2.82e+05 0.00659738\n", " 38 1862.85 0.166 1.46e+05 0.0263895\n", " 39 1862.62 0.879 2.56e+04 0.211116\n", " 40 1410.01 1 -0.544 1.68893\n", " 41 1404.23 1 -3.04 0.562976\n", " 42 1405.4 0.404 159 0.187659\n", " 43 1395.69 0.508 6.55 0.375317\n", " 44 1391.73 0.877 -0.359 0.375317\n", " 45 1390.98 1 -0.0525 0.375317\n", " 46 1390.96 1 0.00127 0.125106\n", " 47 1390.96 1 -3.58e-05 0.112346\n", " 48 1390.83 1 0.00469 0.0974249\n", " 49 1390.83 1 0.00135 0.032475\n", " 50 1390.82 1 0.00109 0.032318\n", " 51 1391.35 0.36 2.79 0.032279\n", " 52 1391.38 0.506 2.06 0.064558\n", " 53 1388.19 0.109 -10.9 0.258232\n", " 54 1385.87 0.122 -8.58 0.258232\n", " 55 1378.97 1 -0.0455 0.258232\n", " 56 1377.48 1 -0.00268 0.212276\n", " 57 1376.65 0.274 -1.42 0.157655\n", " 58 1376.41 1 0.0143 0.157655\n", " 59 1373.73 1 -0.776 0.157655\n", " 60 1372.55 1 -0.138 0.0881438\n", " 61 1372.54 0.0348 -0.125 0.0293813\n", " 62 1372.42 1 -0.0139 0.0293813\n", " 63 1372.37 1 -0.0182 0.0189314\n", " 64 2432.15 0.416 4.59e+05 0.00946911\n", " 65 2430.52 0.812 2.31e+05 0.0189382\n", " 66 1372.34 1 -0.0129 0.0757529\n", " 67 2417.44 0.744 1.78e+05 0.025251\n", " 68 1372.33 1 0.353 0.0505019\n", " 69 2352.88 0.898 4.37e+04 0.0745799\n", " 70 1372.41 1 1.04 0.14916\n", " 71 1372.16 1 -0.0311 0.596639\n", " 72 1372.18 1 0.488 0.19888\n", " 73 1372.08 1 -0.0361 0.397759\n", " 74 1401.15 1 211 0.132586\n", " 75 1372.08 1 0.421 0.265173\n", " 76 1371.76 1 -0.0517 0.490084\n", " 77 1372.53 1 2.69 0.25495\n", " 78 1371.6 1 0.00918 0.5099\n", " 79 1371.47 1 -0.000291 0.432754\n", " 80 1371.37 1 -0.0218 0.375181\n", " 81 1371.33 1 -0.00654 0.220441\n", " 82 1371.32 1 -0.00405 0.165512\n", " 83 1371.31 1 -0.00117 0.0583712\n", " 84 1371.31 1 -0.000949 0.0311846\n", " 85 1371.31 1 -0.000892 0.0198987\n", " 86 1371.3 1 -0.000688 0.0160643\n", " 87 1371.3 1 -0.000488 0.0131275\n", " 88 1371.3 1 -0.000105 0.0112083\n", " 89 1371.3 1 0.000579 0.0109281\n", " 90 1371.3 1 0.00237 0.0153642\n", " 91 1371.3 1 0.00197 0.0307284\n", " 92 1371.3 1 0.000688 0.122914\n", " 93 1371.3 1 0.000293 0.153019\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Parameters converged to within tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 52731.8\n", " 1 52727.8 3.95e-05 -5.05e+04 0.223656\n", " 2 52721.7 6.09e-05 -5.05e+04 0.223656\n", " 3 52715 6.62e-05 -5.05e+04 0.223656\n", " 4 52713.3 1.7e-05 -5.05e+04 0.223656\n", " 5 52692.5 0.000206 -5.04e+04 0.223656\n", " 6 52646.8 0.000453 -5.04e+04 0.223656\n", " 7 48972 0.0388 -4.53e+04 0.223656\n", " 8 48829.3 0.00153 -4.64e+04 0.223656\n", " 9 41289.6 0.0928 -3.86e+04 0.223656\n", " 10 41212.4 0.000977 -3.94e+04 0.223656\n", " 11 41207.7 6.08e-05 -3.94e+04 0.223656\n", " 12 41194.5 0.000166 -3.94e+04 0.223656\n", " 13 40343.1 0.0105 -4.18e+04 0.223656\n", " 14 26920.1 0.116 -8.51e+04 0.223656\n", " 15 19669.3 0.0987 -5.69e+04 0.223656\n", " 16 9466.47 0.216 -3.48e+04 0.223656\n", " 17 6229.57 0.195 -9.17e+03 0.223656\n", " 18 3242.89 0.261 -6.46e+03 0.223656\n", " 19 2426.27 0.558 6.27e+03 0.223656\n", " 20 2910.42 0.497 5.73e+03 0.223656\n", " 21 2748.81 0.514 4.34e+03 0.447312\n", " 22 1851.88 0.755 2.8e+03 1.78925\n", " 23 3657.13 1 8.11e+03 1.78925\n", " 24 1690.05 0.629 115 3.5785\n", " 25 1586.22 1 756 3.5785\n", " 26 1447.54 1 -22.1 3.57739\n", " 27 1417.64 1 3.1 1.31873\n", " 28 1414.39 1 -0.465 0.768544\n", " 29 1413.11 1 -0.297 0.748403\n", " 30 1412.71 1 -0.115 0.660376\n", " 31 1412.43 1 -0.0906 0.578162\n", " 32 1423.81 1 21.4 0.397263\n", " 33 1412.38 1 1.03 0.794526\n", " 34 1411.21 1 -0.0234 1.43821\n", " 35 1411.14 1 0.508 0.744465\n", " 36 1410.38 1 -0.0967 1.08423\n", " 37 1409.19 1 -0.391 0.361408\n", " 38 1403.91 1 -2.09 0.221611\n", " 39 1403.22 0.0107 -32.3 0.0738702\n", " 40 1403.18 0.00561 -3.11 0.0738702\n", " 41 1401.85 0.296 -1.54 0.0738702\n", " 42 1398.28 1 -1.31 0.0738702\n", " 43 1397.81 0.186 0.428 0.0479165\n", " 44 1397.53 0.221 -0.574 0.0479165\n", " 45 1397.11 1 -0.0314 0.0479165\n", " 46 1397.04 1 0.00538 0.0368331\n", " 47 1401.9 1 11.5 0.0365446\n", " 48 1397.82 1 1.72 0.0730891\n", " 49 1397.03 1 0.00765 0.292357\n", " 50 1397.02 1 -0.00177 0.292821\n", " 51 1397.01 1 -0.00351 0.097607\n", " 52 1397 1 -0.00401 0.0553201\n", " 53 1396.99 1 -0.00338 0.0390204\n", " 54 1397 1 0.0309 0.030005\n", " 55 1396.99 1 0.00811 0.0600101\n", " 56 1396.99 1 -0.000115 0.24004\n", " 57 1396.99 1 -0.000248 0.228693\n", " 58 1396.99 1 -0.000143 0.205746\n", " 59 1396.99 1 0.000197 0.196495\n", " 60 1396.99 1 0.000784 0.196494\n", " 61 1396.99 1 0.00171 0.209647\n", " 62 1396.98 1 0.000446 0.35888\n", " 63 1396.98 1 -5.21e-06 0.35888\n", " 64 1396.98 1 -6.55e-05 0.346487\n", " 65 1396.98 1 -0.000118 0.329754\n", " 66 1396.98 1 -0.00016 0.280441\n", " 67 1396.98 1 -0.000214 0.200309\n", " 68 1396.98 1 -0.000192 0.137968\n", " 69 1396.98 1 0.000765 0.119216\n", " 70 1396.98 1 0.00662 0.142522\n", " 71 1396.98 1 0.000851 0.285045\n", " 72 1396.98 1 6.79e-05 0.341963\n", " 73 1396.98 1 9.78e-06 0.336993\n", " 74 1396.98 1 -3.99e-05 0.333901\n", " 75 1396.98 1 -7.39e-05 0.320562\n", " 76 1396.98 1 -0.000101 0.276026\n", " 77 1396.98 1 -0.000133 0.20596\n", " 78 1396.98 1 -0.000128 0.145707\n", " 79 1396.98 1 0.000248 0.125656\n", " 80 1396.98 1 0.00362 0.126773\n", " 81 1396.98 1 0.000593 0.253546\n", " 82 1396.98 1 8.06e-05 0.368251\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Parameters converged to within tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 173523\n", " 1 173505 5.51e-05 -1.65e+05 0.859206\n", " 2 173184 0.00097 -1.65e+05 0.859206\n", " 3 172636 0.00166 -1.65e+05 0.859206\n", " 4 172591 0.000136 -1.64e+05 0.859206\n", " 5 165640 0.021 -1.66e+05 0.859206\n", " 6 152955 0.0389 -1.7e+05 0.859206\n", " 7 147226 0.0178 -1.8e+05 0.859206\n", " 8 130127 0.0566 -1.63e+05 0.859206\n", " 9 51191.3 0.127 -7.56e+05 0.859206\n", " 10 33754.8 0.14 -7.9e+04 0.859206\n", " 11 32683.1 0.0166 -3.32e+04 0.859206\n", " 12 30023.1 0.0409 -3.49e+04 0.859206\n", " 13 12105.4 0.216 -5.93e+04 0.859206\n", " 14 2327.16 0.369 -3.86e+03 0.859206\n", " 15 2102.87 0.158 -723 0.859206\n", " 16 2102.74 0.000145 -465 0.859206\n", " 17 1753.3 0.601 1.11e+03 0.859206\n", " 18 1628.49 0.698 183 0.859206\n", " 19 1670.93 1 318 0.859206\n", " 20 1577.46 0.817 123 1.71841\n", " 21 1552.36 0.286 -36.3 1.71841\n", " 22 1523.43 1 3.27 1.71841\n", " 23 1520.55 1 0.618 1.71841\n", " 24 1519.95 1 0.128 1.24859\n", " 25 1503.91 1 -0.935 0.90548\n", " 26 1503.9 0.00136 -2.24 0.780766\n", " 27 1502.73 0.317 -1.49 0.780766\n", " 28 1501.68 1 -0.0667 0.780766\n", " 29 1501.62 1 0.00172 0.260255\n", " 30 1501.39 1 -0.0239 0.25572\n", " 31 1501.35 1 -0.00477 0.08524\n", " 32 1705.84 1 3.15e+03 0.0284133\n", " 33 1501.53 1 0.763 0.0568266\n", " 34 1501.32 1 -0.0109 0.227307\n", " 35 1501.4 1 0.376 0.0757689\n", " 36 1501.29 1 -0.00806 0.151538\n", " 37 1508.65 1 31.7 0.0505126\n", " 38 1501.34 1 0.303 0.101025\n", " 39 1501.26 1 -0.0115 0.404101\n", " 40 1501.26 1 0.123 0.1347\n", " 41 1501.17 1 0.0373 0.20609\n", " 42 1501.19 1 0.249 0.202585\n", " 43 1501.07 1 -0.029 0.405169\n", " 44 1501.83 1 2.07 0.135056\n", " 45 1501.06 1 0.101 0.270113\n", " 46 1500.96 1 -0.0137 0.372922\n", " 47 1500.93 1 0.0359 0.26839\n", " 48 1500.88 1 -0.00765 0.269467\n", " 49 1500.86 1 -0.00164 0.169133\n", " 50 1500.86 1 -0.000932 0.103501\n", " 51 1500.86 1 -0.000279 0.0345002\n", " 52 1500.86 1 -0.000898 0.0115001\n", " 53 1500.85 1 -0.00583 0.00383336\n", " 54 1501.08 0.239 5.14 0.00127779\n", " 55 1501.11 0.477 2.97 0.00255557\n", " 56 1500.83 1 0.00477 0.0102223\n", " 57 1501.47 0.289 7.28 0.00361851\n", " 58 1501.64 0.576 4.73 0.00723702\n", " 59 1500.82 1 0.0377 0.0289481\n", " 60 1504.73 0.796 12.3 0.0290898\n", " 61 1501.56 1 1.74 0.0581797\n", " 62 1500.76 1 0.00453 0.232719\n", " 63 1501.12 1 0.916 0.208976\n", " 64 1500.69 1 0.0316 0.417951\n", " 65 1500.86 1 0.612 0.416358\n", " 66 1500.52 1 -0.0459 0.832717\n", " 67 1500.41 1 0.123 0.564317\n", " 68 1500.07 1 -0.0735 0.568642\n", " 69 1499.92 0.241 -0.245 0.423393\n", " 70 1499.93 1 0.783 0.423393\n", " 71 1499.58 1 -0.0897 0.846787\n", " 72 1499.3 0.515 -0.141 0.497112\n", " 73 1498.84 1 -0.085 0.497112\n", " 74 1498.48 1 -0.0332 0.355139\n", " 75 1494.65 0.59 -1.88 0.34838\n", " 76 1493.14 1 -0.235 0.34838\n", " 77 1486.44 1 -2.54 0.269564\n", " 78 1476.79 0.476 -2.32 0.182404\n", " 79 1469.13 1 0.384 0.182404\n", " 80 1465.64 1 3.35 0.177884\n", " 81 1463.56 1 0.911 0.178003\n", " 82 1460.19 1 -0.193 0.185217\n", " 83 1459.73 1 0.19 0.15268\n", " 84 1459.33 1 0.349 0.154391\n", " 85 1459.32 1 0.278 0.154173\n", " 86 1459.26 1 0.251 0.283377\n", " 87 1459.26 5.06e-05 -0.182 0.369597\n", " 88 1459.18 1 0.0866 0.369597\n", " 89 1459.16 1 0.0398 0.390304\n", " 90 1459.14 1 0.00966 0.414929\n", " 91 1443.49 0.766 55.5 0.414931\n", " 92 1410.21 0.877 -10.2 0.414931\n", " 93 1402.98 1 -1.12 0.414931\n", " 94 1400.44 1 -0.699 0.408317\n", " 95 1409.54 0.519 45.5 0.141878\n", " 96 1463.63 1 150 0.283756\n", " 97 1405 1 13.3 1.13502\n", " 98 1399.07 1 -0.275 9.0802\n", " 99 1398.52 1 0.0458 3.02673\n", " 100 1398.09 1 -0.129 2.68399\n", " 101 1397.79 0.874 -0.149 0.894664\n", " 102 1397.6 1 -0.0842 0.894664\n", " 103 1397.3 1 -0.145 0.298221\n", " 104 1397.14 0.496 -0.153 0.0994071\n", " 105 1397.13 0.00162 -0.0599 0.0994071\n", " 106 1397.08 1 -0.018 0.0994071\n", " 107 1397.05 1 -0.00932 0.0882703\n", " 108 1397.05 0.439 0.0122 0.0796001\n", " 109 1397.04 1 0.028 0.0796001\n", " 110 1397.34 1 0.521 0.147146\n", " 111 1397.06 1 0.0536 0.294293\n", " 112 1397.02 1 -0.0027 1.17717\n", " 113 1397.02 1 6.84e-05 0.39239\n", " 114 1397.02 1 -0.00121 0.384837\n", " 115 1397.01 1 -0.0029 0.128279\n", " 116 1397 1 -0.00346 0.0644106\n", " 117 1397 0.289 -0.000845 0.0504278\n", " 118 1396.99 1 -0.00201 0.0504278\n", " 119 1397.14 1 0.285 0.0436665\n", " 120 1397.02 1 0.066 0.087333\n", " 121 1396.99 1 0.000349 0.349332\n", " 122 1396.99 1 -0.000369 0.349334\n", " 123 1396.99 1 -0.000848 0.116445\n", " 124 1396.98 1 0.00109 0.0587378\n", " 125 1396.99 0.432 0.0255 0.0587398\n", " 126 1396.99 0.506 0.00829 0.11748\n", " 127 1396.98 0.884 8.59e-05 0.469918\n", " 128 1396.98 1 -0.000148 0.469918\n", " 129 1396.98 1 -0.000394 0.156639\n", " 130 1396.98 1 -0.000569 0.0583624\n", " 131 1396.98 0.398 0.00319 0.0454057\n", " 132 1397 1 0.036 0.0454057\n", " 133 1396.98 1 0.00628 0.0908113\n", " 134 1396.98 1 -0.000209 0.363245\n", " 135 1396.98 1 -0.000175 0.231119\n", " 136 1396.98 1 -0.00034 0.0971539\n", " 137 1396.98 0.513 -0.000228 0.0553684\n", " 138 1396.98 1 0.00437 0.0553684\n", " 139 1396.98 1 0.000663 0.110737\n", " 140 1396.98 1 0.00586 0.143221\n", " 141 1396.98 1 0.000544 0.286442\n", " 142 1396.98 1 -4.68e-05 0.318583\n", " 143 1396.97 1 -3.8e-05 0.280705\n", " 144 1396.97 1 -4.76e-05 0.267407\n", " 145 1396.97 0.981 -5.4e-05 0.248999\n", " 146 1396.97 1 -5.61e-05 0.248999\n", " 147 1396.97 1 -5.88e-05 0.225388\n", " 148 1396.97 1 -4.18e-05 0.204594\n", " 149 1396.97 0.829 -3.49e-05 0.195197\n", " 150 1396.97 1 -3.83e-05 0.195197\n", " 151 1396.97 1 3.5e-05 0.187728\n", " 152 1396.97 1 0.000171 0.187701\n", " 153 1396.97 0.788 0.000203 0.1934\n", " 154 1396.97 1 9.46e-05 0.1934\n", " 155 1396.97 1 0.000327 0.19346\n", " 156 1396.97 1 0.000329 0.244638\n", " 157 1396.97 1 0.000189 0.274397\n", " 158 1396.97 1 0.000109 0.278371\n", " 159 1396.97 1 6.67e-05 0.278952\n", " 160 1396.97 1 3.85e-05 0.279092\n", " 161 1396.97 1 2.23e-05 0.279092\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Parameters converged to within tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 531790\n", " 1 531261 0.000509 -5.19e+05 77.4308\n", " 2 531177 8.18e-05 -5.18e+05 77.4308\n", " 3 530807 0.000357 -5.18e+05 77.4308\n", " 4 530678 0.000124 -5.18e+05 77.4308\n", " 5 530480 0.000191 -5.18e+05 77.4308\n", " 6 530109 0.000358 -5.17e+05 77.4308\n", " 7 529985 0.00012 -5.17e+05 77.4308\n", " 8 529361 0.000603 -5.17e+05 77.4308\n", " 9 525867 0.00339 -5.16e+05 77.4308\n", " 10 497541 0.0278 -5.06e+05 77.4308\n", " 11 322826 0.192 -4.19e+05 77.4308\n", " 12 188316 0.239 -2.47e+05 77.4308\n", " 13 16701.3 0.899 -2.77e+04 77.4308\n", " 14 6970.47 0.534 -6e+03 77.4308\n", " 15 2221.13 0.979 204 77.4308\n", " 16 1681.35 1 -59.4 77.4308\n", " 17 1525.72 1 -7.63 25.8103\n", " 18 1506.45 0.533 -14.3 8.66653\n", " 19 1488.95 1 -5.99 8.66653\n", " 20 1430.85 0.618 -27.5 2.88884\n", " 21 1420.31 0.429 -9.6 2.88884\n", " 22 1411.57 1 1.88 2.88884\n", " 23 1408.75 0.222 -5.56 2.04549\n", " 24 1405.69 1 0.296 2.04549\n", " 25 1404.75 1 -0.293 1.49971\n", " 26 1404.06 1 -0.283 0.946049\n", " 27 1403.31 1 -0.335 0.703805\n", " 28 1401.99 1 -0.619 0.404015\n", " 29 1397.63 1 -2.12 0.17724\n", " 30 1355.68 1 -20.4 0.05908\n", " 31 1348.8 0.0115 -296 0.0196933\n", " 32 1348.64 0.000267 -301 0.0196933\n", " 33 1306.13 0.0732 -281 0.0196933\n", " 34 1297.8 0.0146 -284 0.0196933\n", " 35 1006.54 1 -10.5 0.0196933\n", " 36 1013.7 1 7.63 0.00656445\n", " 37 1007.75 1 1.78 0.0131289\n", " 38 1005.97 1 0.0317 0.0525156\n", " 39 1005.97 9.06e-05 -0.0956 0.0524983\n", " 40 1005.87 1 -0.00983 0.0524983\n", " 41 1005.85 1 -0.00653 0.0174994\n", " 42 1005.84 1 -0.00278 0.0151293\n", " 43 1005.84 0.439 -0.00289 0.00919133\n", " 44 1005.83 1 -0.00192 0.00919133\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Norm of gradient less than tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 782740\n", " 1 780584 0.00141 -7.63e+05 114.85\n", " 2 770768 0.00647 -7.53e+05 114.85\n", " 3 736357 0.0234 -7.19e+05 114.85\n", " 4 731221 0.00358 -7.14e+05 114.85\n", " 5 708130 0.0164 -6.9e+05 114.85\n", " 6 705914 0.00161 -6.89e+05 114.85\n", " 7 699922 0.00437 -6.83e+05 114.85\n", " 8 616474 0.0657 -5.88e+05 114.85\n", " 9 483934 0.13 -4.3e+05 114.85\n", " 10 482847 0.00116 -4.7e+05 114.85\n", " 11 470635 0.0132 -4.54e+05 114.85\n", " 12 460205 0.0116 -4.44e+05 114.85\n", " 13 429862 0.0355 -4.07e+05 114.85\n", " 14 275083 0.251 -2.25e+05 114.85\n", " 15 176266 0.243 -1.55e+05 114.85\n", " 16 81101.1 0.402 -8.14e+04 114.85\n", " 17 27567.3 0.488 -3.65e+04 114.85\n", " 18 14219.1 0.328 -1.65e+04 114.85\n", " 19 2731.1 0.934 -378 114.85\n", " 20 1849.5 1 -82.8 114.85\n", " 21 1763.96 0.294 -124 38.2832\n", " 22 1633.13 1 -23.7 38.2832\n", " 23 1572.47 1 -10.6 14.5521\n", " 24 1551.93 1 -5.72 11.5942\n", " 25 1544.97 1 -2.57 7.51877\n", " 26 1539.17 1 -2.55 3.44441\n", " 27 1521.96 0.381 -1.53 1.14814\n", " 28 1551.99 1 165 1.14814\n", " 29 1511.54 1 25.6 2.29627\n", " 30 1465.2 0.805 -19.7 2.46977\n", " 31 1461.57 0.125 -14 2.46977\n", " 32 1455.34 1 -1.79 2.46977\n", " 33 1453.31 0.593 -0.949 0.823255\n", " 34 1450.67 1 -0.882 0.823255\n", " 35 1447.66 1 -1.26 0.661595\n", " 36 1441.21 1 -3.05 0.373391\n", " 37 1438.83 0.0532 -22.3 0.131073\n", " 38 1417.62 0.38 -27.5 0.131073\n", " 39 1394.08 0.112 -103 0.131073\n", " 40 1129.89 1 -84 0.131073\n", " 41 1065.11 1 9.26 0.0436911\n", " 42 1057.62 1 -1.68 0.0315879\n", " 43 1052.46 1 -1.02 0.0314073\n", " 44 1019.15 1 -6.7 0.0104691\n", " 45 1002.14 1 14.2 0.0034897\n", " 46 995.88 1 -0.0991 0.00116323\n", " 47 995.619 1 0.0177 0.000434185\n", " 48 992.257 0.328 -4.16 0.000144728\n", " 49 991.362 1 2.77 0.000144728\n", " 50 990.626 1 -0.079 0.000144641\n", " 51 990.607 1 -0.000453 4.82137e-05\n", " 52 990.605 1 -0.000389 1.60712e-05\n", " 53 990.605 1 -0.000221 1.41376e-05\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Norm of gradient less than tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 848381\n", " 1 848170 0.000126 -8.41e+05 4.91891\n", " 2 848022 8.77e-05 -8.41e+05 4.91891\n", " 3 848001 1.26e-05 -8.41e+05 4.91891\n", " 4 847737 0.000157 -8.41e+05 4.91891\n", " 5 836575 0.00669 -8.26e+05 4.91891\n", " 6 821053 0.00946 -8.1e+05 4.91891\n", " 7 819405 0.00101 -8.13e+05 4.91891\n", " 8 651302 0.112 -6.87e+05 4.91891\n", " 9 574001 0.0626 -5.94e+05 4.91891\n", " 10 490551 0.0755 -5.38e+05 4.91891\n", " 11 168968 0.349 -3.75e+05 4.91891\n", " 12 98162.4 0.189 -2.1e+05 4.91891\n", " 13 98109.2 0.000278 -9.57e+04 4.91891\n", " 14 27344.4 0.421 -6.64e+04 4.91891\n", " 15 3743.91 1 -3.44e+03 4.91891\n", " 16 3617.61 0.0333 -1.85e+03 1.65944\n", " 17 2306.78 0.501 -844 1.65944\n", " 18 2291.11 0.0129 -604 1.65944\n", " 19 1938.79 0.591 -146 1.65944\n", " 20 1860.99 0.278 -85 1.65944\n", " 21 1830.65 0.113 -109 1.65944\n", " 22 1755.5 0.516 -34.6 1.65944\n", " 23 1620.86 1 -90.5 1.65944\n", " 24 1853.96 0.794 1.65e+03 0.553147\n", " 25 1899.38 0.771 1.97e+03 1.10629\n", " 26 2046.72 0.87 2.3e+03 4.42518\n", " 27 1563.47 1 42.7 35.4014\n", " 28 1513.23 1 -10.2 11.8005\n", " 29 1488.27 0.641 166 3.93349\n", " 30 1408.79 1 3.96 3.93349\n", " 31 1406.18 0.559 -1.57 1.31116\n", " 32 1404.56 1 -0.555 1.31116\n", " 33 1401.59 1 -1.39 0.437055\n", " 34 1386.17 1 -7.57 0.145685\n", " 35 1364.39 0.0932 -115 0.0485616\n", " 36 1061.88 1 -83.4 0.0485616\n", " 37 1011.47 1 1.78 0.0161872\n", " 38 1007.82 1 -0.954 0.00829738\n", " 39 993.439 0.254 -25.4 0.00401279\n", " 40 993.059 0.0324 -5.83 0.00401279\n", " 41 991.534 1 -0.223 0.00401279\n", " 42 991.327 1 -0.0497 0.0013376\n", " 43 992.753 1 3.23 0.000445866\n", " 44 992.754 1 3.23 0.000891731\n", " 45 992.716 1 3.17 0.00356693\n", " 46 992.349 1 2.68 0.0285354\n", " 47 991.071 1 0.798 0.228283\n", " 48 990.121 1 -0.144 0.298016\n", " 49 989.459 1 0.311 0.0993385\n", " 50 985.026 1 1.28 0.0992292\n", " 51 1042.12 0.246 1.82e+03 0.0330764\n", " 52 1043.7 0.497 947 0.0661528\n", " 53 984.208 1 0.0733 0.264611\n", " 54 986.032 1 6.05 0.241649\n", " 55 983.897 1 0.00563 0.483297\n", " 56 983.909 1 0.343 0.427917\n", " 57 983.743 1 -0.0394 0.855834\n", " 58 983.834 1 0.368 0.429966\n", " 59 983.683 1 -0.013 0.859932\n", " 60 983.64 1 0.00424 0.708032\n", " 61 983.595 1 -0.00983 0.697451\n", " 62 983.561 1 -0.0111 0.581867\n", " 63 983.532 1 -0.0115 0.414845\n", " 64 983.504 1 -0.0112 0.273732\n", " 65 983.48 1 -0.00942 0.207699\n", " 66 983.461 1 -0.00752 0.164849\n", " 67 983.446 1 -0.00596 0.131658\n", " 68 983.434 1 -0.0047 0.105269\n", " 69 983.424 1 -0.0037 0.0841838\n", " 70 983.417 1 -0.0026 0.0674284\n", " 71 983.427 1 0.0255 0.0573837\n", " 72 983.417 1 0.00328 0.114767\n", " 73 983.426 1 0.0225 0.160113\n", " 74 983.414 1 0.000561 0.320226\n", " 75 983.412 1 -0.000503 0.319987\n", " 76 983.41 1 -0.00098 0.106662\n", " 77 983.408 1 -0.000348 0.0548128\n", " 78 983.501 1 0.191 0.0526116\n", " 79 983.421 1 0.0268 0.105223\n", " 80 983.407 1 -6.02e-05 0.420893\n", " 81 983.407 1 -0.000115 0.410155\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Norm of gradient less than tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 660599\n", " 1 660554 3.45e-05 -6.53e+05 0.572924\n", " 2 660265 0.000221 -6.53e+05 0.572924\n", " 3 660034 0.000178 -6.53e+05 0.572924\n", " 4 659733 0.000231 -6.52e+05 0.572924\n", " 5 657172 0.00197 -6.49e+05 0.572924\n", " 6 603542 0.0401 -7.64e+05 0.572924\n", " 7 603230 0.000261 -5.97e+05 0.572924\n", " 8 588877 0.012 -6.02e+05 0.572924\n", " 9 556607 0.0283 -5.59e+05 0.572924\n", " 10 524058 0.0295 -5.54e+05 0.572924\n", " 11 484381 0.0381 -5.25e+05 0.572924\n", " 12 302293 0.189 -5e+05 0.572924\n", " 13 242722 0.108 -2.56e+05 0.572924\n", " 14 160758 0.187 -2.01e+05 0.572924\n", " 15 70494.3 0.256 -1.84e+05 0.572924\n", " 16 37276.1 0.226 -7.72e+04 0.572924\n", " 17 12550.9 0.345 -3.23e+04 0.572924\n", " 18 10020.6 0.115 -1.11e+04 0.572924\n", " 19 2215.6 0.686 1.26e+03 0.572924\n", " 20 1932.52 0.279 -434 0.572924\n", " 21 1580.04 0.823 -71.9 0.572924\n", " 22 1551.63 1 16.4 0.572924\n", " 23 1521.53 1 -2.62 0.571985\n", " 24 1517.62 1 -3.65 0.190662\n", " 25 1515.75 0.13 -13.1 0.0635539\n", " 26 1797.83 0.969 3.75e+04 0.0635539\n", " 27 1466.04 1 -19.1 0.127108\n", " 28 1451.08 1 19 0.0423693\n", " 29 1440.09 0.058 -81 0.0604087\n", " 30 1439.68 0.215 91.1 0.0604087\n", " 31 4615 0.3 3.84e+05 0.0604087\n", " 32 1775.33 0.55 590 0.120817\n", " 33 1539.53 0.663 161 0.48327\n", " 34 1413.7 0.678 -0.116 3.86616\n", " 35 1396.54 1 -0.939 3.86616\n", " 36 1391.76 1 0.837 1.28872\n", " 37 1387.45 1 -0.956 1.28955\n", " 38 1385.48 1 -0.578 1.03302\n", " 39 1384.11 1 -0.471 1.00229\n", " 40 1382.73 0.923 -0.428 0.939835\n", " 41 1382.22 1 -0.2 0.939835\n", " 42 2090.67 0.356 8.37e+04 0.729658\n", " 43 2091.54 0.448 6.76e+04 1.45932\n", " 44 1977.18 1 2.39e+04 5.83727\n", " 45 1381.4 1 -0.448 46.6981\n", " 46 1381.16 0.0811 -1.48 15.566\n", " 47 1375.4 1 -3.33 15.566\n", " 48 1374.25 1 1.12 5.18868\n", " 49 1373.74 1 -0.0783 4.14915\n", " 50 1373.5 1 -0.108 1.38305\n", " 51 1373.16 0.522 -0.281 0.461017\n", " 52 1372.7 1 0.0433 0.461017\n", " 53 1372.1 1 -0.0351 0.449598\n", " 54 1371.1 1 -0.37 0.437326\n", " 55 1369.64 0.76 -0.895 0.285983\n", " 56 1366.58 1 -1.5 0.285983\n", " 57 1345.81 1 -10.3 0.0953278\n", " 58 1274.58 0.199 -170 0.0317759\n", " 59 1227.83 0.0877 -255 0.0317759\n", " 60 975.085 1 -8.86 0.0317759\n", " 61 990.126 1 37.6 0.010592\n", " 62 975.617 1 1.49 0.021184\n", " 63 974.426 1 0.127 0.0847358\n", " 64 977.444 1 7.41 0.0848219\n", " 65 974.339 1 0.219 0.169644\n", " 66 974.426 1 0.307 0.18028\n", " 67 974.182 1 -0.0245 0.360559\n", " 68 974.134 1 -0.0106 0.24431\n", " 69 974.099 1 -0.0129 0.0814367\n", " 70 974.084 1 -0.00603 0.070089\n", " 71 974.098 1 0.0407 0.0485467\n", " 72 974.081 1 0.00222 0.0970933\n", " 73 974.125 1 0.0956 0.0972668\n", " 74 974.079 1 0.00398 0.194534\n", " 75 974.074 1 -0.00085 0.222124\n", " 76 974.071 1 -0.00084 0.187298\n", " 77 974.069 1 -0.0009 0.133206\n", " 78 974.067 1 0.0011 0.104546\n", " 79 974.079 1 0.0247 0.105041\n", " 80 974.066 1 0.00111 0.210082\n", " 81 974.063 1 -0.000464 0.214769\n", " 82 974.062 1 -0.000508 0.174581\n", " 83 974.06 1 -0.000496 0.131235\n", " 84 974.059 1 0.000512 0.11005\n", " 85 974.063 1 0.0102 0.110371\n", " 86 974.058 1 0.000264 0.220743\n", " 87 974.057 1 -0.000307 0.220745\n", " 88 974.056 1 -0.000385 0.173364\n", " 89 974.054 1 -0.000497 0.105726\n", " 90 974.054 1 0.00246 0.0788752\n", " 91 974.054 1 -6.28e-05 0.15775\n", " 92 974.053 1 -1.88e-05 0.156408\n", " 93 974.052 1 9.03e-05 0.156093\n", " 94 974.051 1 0.000214 0.156092\n", " 95 974.051 1 0.000364 0.156384\n", " 96 974.05 1 0.000503 0.158296\n", " 97 974.049 1 0.000507 0.165254\n", " 98 974.049 1 0.000381 0.170213\n", " 99 974.048 1 0.000241 0.172758\n", " 100 974.048 1 0.000135 0.173089\n", " 101 974.047 1 6.8e-05 0.173137\n", " 102 974.046 1 9.93e-06 0.173136\n", " 103 974.046 1 -2.66e-05 0.173036\n", " 104 974.045 1 -5.9e-05 0.172309\n", " 105 974.045 1 -7.55e-05 0.170339\n", " 106 974.044 1 -8.59e-05 0.166465\n", " 107 974.044 1 -7.88e-05 0.161542\n", " 108 974.044 1 -5.93e-05 0.157205\n", " 109 974.043 1 -1.72e-05 0.155145\n", " 110 974.043 1 3.47e-05 0.154758\n", " 111 974.042 1 0.000105 0.154758\n", " 112 974.042 1 0.000185 0.155016\n", " 113 974.042 1 0.000266 0.15774\n", " 114 974.041 1 0.000282 0.164111\n", " 115 974.041 1 0.000211 0.172065\n", " 116 974.041 1 0.000124 0.174548\n", " 117 974.04 1 6.46e-05 0.175125\n", " 118 974.04 1 1.86e-05 0.175141\n", " 119 974.04 1 -1.16e-05 0.175131\n", " 120 974.039 1 -3.71e-05 0.174704\n", " 121 974.039 1 -5.24e-05 0.172818\n", " 122 974.039 1 -6.29e-05 0.168084\n", " 123 974.039 1 -6.23e-05 0.160901\n", " 124 974.038 1 -4.99e-05 0.15396\n", " 125 974.038 1 -1.59e-05 0.150615\n", " 126 974.038 1 3.46e-05 0.150191\n", " 127 974.038 1 0.00011 0.150202\n", " 128 974.037 1 0.000202 0.152006\n", " 129 974.037 1 0.000242 0.16291\n", " 130 974.037 1 0.000167 0.175555\n", " 131 974.037 1 8.05e-05 0.180057\n", " 132 974.036 1 2.53e-05 0.180359\n", " 133 974.036 1 -8.36e-06 0.180359\n", " 134 974.036 1 -3.32e-05 0.179935\n", " 135 974.036 1 -4.83e-05 0.176759\n", " 136 974.035 1 -5.81e-05 0.167417\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Norm of gradient less than tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 355716\n", " 1 355708 1.07e-05 -3.49e+05 3.19802\n", " 2 355684 3.42e-05 -3.49e+05 3.19802\n", " 3 355657 3.83e-05 -3.49e+05 3.19802\n", " 4 355440 0.000311 -3.5e+05 3.19802\n", " 5 235834 0.115 -7.56e+05 3.19802\n", " 6 144494 0.129 -5.26e+05 3.19802\n", " 7 99063.9 0.127 -2.24e+05 3.19802\n", " 8 89292.1 0.05 -9.96e+04 3.19802\n", " 9 68327.9 0.118 -8.81e+04 3.19802\n", " 10 57351.1 0.0757 -8.15e+04 3.19802\n", " 11 52139.9 0.0481 -5.46e+04 3.19802\n", " 12 6020.79 0.461 -3.84e+04 3.19802\n", " 13 3405.63 0.701 7.06e+03 3.19802\n", " 14 5275.92 1 1.29e+04 3.19802\n", " 15 2302.19 0.723 199 6.39604\n", " 16 2469.62 1 882 6.39604\n", " 17 2116.58 1 760 12.7921\n", " 18 1821.73 1 128 13.0322\n", " 19 1757.19 0.795 21.4 10.5646\n", " 20 1736.6 1 3.52 10.5646\n", " 21 1731.17 1 2.02 9.1745\n", " 22 1726.75 1 -0.18 8.72493\n", " 23 1722.68 1 -1.17 7.39141\n", " 24 1713.21 1 -3.36 2.4638\n", " 25 1671.53 1 -11.7 0.821268\n", " 26 1594.23 0.0958 7.9e+03 0.273756\n", " 27 1548.74 0.138 -158 0.273756\n", " 28 1492.32 0.351 -26.3 0.273756\n", " 29 3720.47 0.807 1.46e+05 0.273756\n", " 30 1433.54 0.952 -3.65 0.547512\n", " 31 1417.77 1 -2.51 0.547512\n", " 32 1415.8 1 1.31 0.182504\n", " 33 1414.63 1 0.0633 0.167254\n", " 34 1414.56 1 0.0762 0.0557513\n", " 35 1480.75 1 104 0.0587698\n", " 36 1453.89 1 63.5 0.11754\n", " 37 1418.21 1 7.53 0.470158\n", " 38 1414.25 1 -0.136 3.76127\n", " 39 1413.6 1 -0.182 1.25376\n", " 40 1413.23 1 0.466 0.417919\n", " 41 1412.49 1 -0.206 0.420064\n", " 42 1412.5 1 0.655 0.213398\n", " 43 1412.14 1 -0.0946 0.426795\n", " 44 1411.6 1 -0.203 0.372206\n", " 45 1409.97 1 -0.705 0.260854\n", " 46 1405.68 0.345 -5.46 0.119349\n", " 47 1405.17 0.351 -0.472 0.119349\n", " 48 1405.12 0.0587 -0.43 0.119349\n", " 49 1404.68 1 -0.0747 0.119349\n", " 50 1404.55 0.798 -0.0349 0.0948392\n", " 51 1404.49 0.993 -0.00914 0.0948392\n", " 52 1404.46 1 0.00899 0.0948392\n", " 53 1404.45 1 0.0234 0.0949715\n", " 54 1404.45 1 0.0431 0.117099\n", " 55 1404.44 0.998 0.0347 0.218537\n", " 56 1404.42 0.404 -0.0104 0.218537\n", " 57 1404.42 1 0.00027 0.218537\n", " 58 1404.42 1 -0.000194 0.21788\n", " 59 1404.41 1 -0.00042 0.21396\n", " 60 2040.42 0.8 2.71e+04 0.203034\n", " 61 1403.82 0.266 -1.41 0.406068\n", " 62 1482.58 1 946 0.406068\n", " 63 1403.52 1 9.29 0.812135\n", " 64 1401.88 1 -0.104 0.916866\n", " 65 1401.83 1 -0.0133 0.305622\n", " 66 1401.72 1 -0.0555 0.101874\n", " 67 1421.12 1 1.02e+03 0.033958\n", " 68 1401.31 1 -0.229 0.067916\n", " 69 1399.45 0.258 -3.19 0.0226387\n", " 70 1397.49 0.0505 -18.7 0.0226387\n", " 71 1432.15 0.395 621 0.0226387\n", " 72 1433.22 0.586 425 0.0452774\n", " 73 1397.79 1 1.73 0.181109\n", " 74 1397.22 1 -0.0474 1.44888\n", " 75 1397.16 1 -0.0147 0.482958\n", " 76 1399.23 1 7.14 0.160986\n", " 77 1397.15 1 0.121 0.321972\n", " 78 1397.08 1 0.0212 0.480816\n", " 79 1397.06 1 0.0407 0.474011\n", " 80 1397.03 1 0.0196 0.487507\n", " 81 1397.01 1 -0.00158 0.487526\n", " 82 1397 1 -0.0014 0.402632\n", " 83 1397 1 -0.000988 0.203177\n", " 84 1396.99 1 -0.00265 0.0677256\n", " 85 1396.99 0.254 -0.00759 0.0225752\n", " 86 1396.98 1 -0.00274 0.0225752\n", " 87 1397 1 0.0598 0.00752507\n", " 88 1396.99 1 0.0219 0.0150501\n", " 89 1396.98 1 9.83e-05 0.0602006\n", " 90 1396.99 1 0.0285 0.0578535\n", " 91 1396.98 1 0.00564 0.115707\n", " 92 1396.98 1 -0.000129 0.462828\n", " 93 1396.98 1 -0.000103 0.371944\n", " 94 1396.98 1 -0.000239 0.123981\n", " 95 1396.98 1 -0.000448 0.0413271\n", " 96 1396.98 1 0.00737 0.0164255\n", " 97 1396.98 1 0.00338 0.032851\n", " 98 1396.98 1 0.000182 0.131404\n", " 99 1396.98 1 0.00128 0.138786\n", " 100 1396.98 1 0.000117 0.277573\n", " 101 1396.98 1 3.66e-06 0.279474\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Parameters converged to within tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 124058\n", " 1 123618 0.00183 -1.21e+05 23.0426\n", " 2 123489 0.00054 -1.2e+05 23.0426\n", " 3 122465 0.00427 -1.2e+05 23.0426\n", " 4 121893 0.0024 -1.19e+05 23.0426\n", " 5 118212 0.0154 -1.21e+05 23.0426\n", " 6 108824 0.04 -1.2e+05 23.0426\n", " 7 105761 0.0144 -1.07e+05 23.0426\n", " 8 105397 0.00177 -1.03e+05 23.0426\n", " 9 79150.1 0.12 -1.12e+05 23.0426\n", " 10 9021.87 0.449 -5.81e+04 23.0426\n", " 11 5934.14 0.209 -7.01e+03 23.0426\n", " 12 5926.33 0.000886 -4.4e+03 23.0426\n", " 13 1798.47 0.984 1.2e+03 23.0426\n", " 14 1517.81 1 348 23.0426\n", " 15 1417.4 1 -5.03 21.0962\n", " 16 1409.84 1 -1.05 7.03205\n", " 17 1407.74 0.379 -2.25 5.58593\n", " 18 1404.91 1 -0.918 5.58593\n", " 19 1403.06 1 -0.58 1.9067\n", " 20 1401.11 1 -0.873 1.0411\n", " 21 1399.11 0.205 -4.57 0.347033\n", " 22 1393.63 0.511 -4.38 0.347033\n", " 23 1387.37 0.349 -7.97 0.347033\n", " 24 1376.59 0.368 -13.3 0.347033\n", " 25 1330.3 1 -18.7 0.347033\n", " 26 1277.96 0.202 -117 0.29775\n", " 27 1142.41 0.418 -132 0.29775\n", " 28 1125.64 0.0641 -126 0.29775\n", " 29 1000.23 1 -8.6 0.29775\n", " 30 999.037 1 6.35 0.09925\n", " 31 997.405 1 1.05 0.115565\n", " 32 998.4 1 2.94 0.118729\n", " 33 995.693 1 0.301 0.237459\n", " 34 994.536 1 0.0795 0.237468\n", " 35 993.603 1 -0.158 0.23746\n", " 36 993.218 1 -0.0889 0.220372\n", " 37 993.059 1 -0.0462 0.193021\n", " 38 992.971 1 -0.0298 0.171587\n", " 39 992.914 1 -0.021 0.147534\n", " 40 992.873 1 -0.0158 0.123358\n", " 41 992.841 1 -0.0124 0.100356\n", " 42 992.816 1 -0.00992 0.0801372\n", " 43 992.796 1 -0.00802 0.0631383\n", " 44 992.78 1 -0.0064 0.0492197\n", " 45 992.768 1 -0.00513 0.037288\n", " 46 992.757 1 -0.00501 0.025251\n", " 47 992.747 0.713 -0.00696 0.0134207\n", " 48 992.743 1 -0.00157 0.0134207\n", " 49 994.037 1 2.69 0.00853806\n", " 50 992.876 1 0.27 0.0170761\n", " 51 992.743 1 0.00133 0.0683045\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Parameters converged to within tolerance. \n", "Warning: LSQLIN did not converge. Infeasible network contraints.\n", "> In mylsqlin\n", "In multistart\n", "In multistart\n", "In estimate\n", "In inca_script (line 160)\n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 1e+22\n", " 1 1.77778e+16 1 -5e+15 717.897\n", " 2 1.7662e+16 0.0343 -1.69e+15 239.299\n", " 3 1.76188e+16 0.0129 -1.68e+15 239.299\n", " 4 1.45034e+16 0.968 -1.53e+15 239.299\n", " 5 1.20777e+16 0.735 -1.57e+15 239.299\n", " 6 9.99999e+15 0.679 -1.46e+15 239.299\n", " 7 9.99999e+15 0.315 -3.8e+06 239.299\n", " 8 9.99999e+15 0.76 -2.96e+05 239.299\n", " 9 9.99999e+15 1 -25.4 239.299\n", " 10 9.99999e+15 1 -1.41 79.7664\n", " 11 9.99999e+15 1 -0.639 159.533\n", " 12 9.99999e+15 1 -0.159 638.131\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Parameters converged to within tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 43350.7\n", " 1 43348.3 6.9e-05 -1.76e+04 1.21773e+06\n", " 2 41317 0.0589 -1.68e+04 1.21773e+06\n", " 3 41274.9 0.00128 -1.64e+04 1.21773e+06\n", " 4 40614.6 0.0203 -1.61e+04 1.21773e+06\n", " 5 40467 0.00462 -1.6e+04 1.21773e+06\n", " 6 36920.9 0.117 -1.45e+04 1.21773e+06\n", " 7 34908.4 0.0748 -1.31e+04 1.21773e+06\n", " 8 34866.5 0.00166 -1.26e+04 1.21773e+06\n", " 9 28208.7 0.294 -1.01e+04 1.21773e+06\n", " 10 15709.9 1 -4.02e+03 1.21773e+06\n", " 11 11075.3 1 -1.11e+03 405908\n", " 12 10866.6 0.181 -533 135303\n", " 13 10258.2 1 -149 135303\n", " 14 9754.71 1 -231 45100.9\n", " 15 9619.58 0.126 -529 15033.6\n", " 16 9605.58 0.0144 -485 15033.6\n", " 17 8777.02 1 -364 15033.6\n", " 18 8500.76 0.224 -592 5011.22\n", " 19 7605.65 1 -356 5011.22\n", " 20 6781.13 1 -323 1670.41\n", " 21 6016.65 0.951 -362 556.802\n", " 22 5862.82 0.478 -158 556.802\n", " 23 5606.79 1 -126 556.802\n", " 24 5118.83 1 -254 185.601\n", " 25 4292.81 1 -453 61.8669\n", " 26 3498.22 0.568 440 20.6223\n", " 27 3388.92 0.0395 -1.38e+03 20.6223\n", " 28 2790.42 0.234 -1.22e+03 20.6223\n", " 29 1922.07 0.766 278 20.6223\n", " 30 1751.13 1 304 20.6223\n", " 31 1665.09 1 5.86 19.7662\n", " 32 1644.82 1 -9.49 6.84343\n", " 33 1565.17 0.662 1.2e+03 2.28114\n", " 34 1485.68 0.483 -59 2.28114\n", " 35 1459.01 0.565 -16.2 2.28114\n", " 36 1449.14 0.822 -3.77 2.28114\n", " 37 1448.57 0.242 -1.12 2.28114\n", " 38 1447.04 1 -0.599 2.28114\n", " 39 1445.74 1 -0.432 0.760382\n", " 40 1445.3 1 -0.135 0.38741\n", " 41 1443.26 0.212 -1.71 0.27576\n", " 42 1443.05 1 2.05 0.27576\n", " 43 1440.14 1 -0.464 0.488902\n", " 44 1434.66 1 8.21 0.356855\n", " 45 1426.38 1 -2.41 0.332526\n", " 46 1423.39 0.594 13.6 0.110842\n", " 47 1419.72 1 3.37 0.110842\n", " 48 1418.96 1 0.0414 0.0874805\n", " 49 1418.91 1 0.00531 0.0647637\n", " 50 1418.89 1 -0.0119 0.0551171\n", " 51 2216.82 0.688 1.2e+05 0.0183724\n", " 52 1419.12 1 1.71 0.0367447\n", " 53 1418.87 1 -0.00938 0.146979\n", " 54 1418.37 0.0779 -2.86 0.048993\n", " 55 1416.29 1 -0.21 0.048993\n", " 56 1415.57 1 -0.175 0.0471972\n", " 57 1415.25 1 -0.114 0.0408362\n", " 58 1413.6 0.129 -2.54 0.0299379\n", " 59 1693.06 0.906 1.69e+04 0.0299379\n", " 60 1413.09 1 -0.032 0.0598758\n", " 61 1692.6 0.501 1.24e+04 0.0351549\n", " 62 1692.77 0.967 6.42e+03 0.0703097\n", " 63 1412.88 1 -0.0685 0.281239\n", " 64 1399.78 0.13 -63.2 0.0937463\n", " 65 1399.78 5.2e-05 -2.22 0.0937463\n", " 66 1685.66 0.835 4.18e+03 0.0937463\n", " 67 1400.53 1 9.24 0.187493\n", " 68 1389.52 1 2.28 0.74997\n", " 69 1386.06 1 0.189 0.686602\n", " 70 1385.58 1 0.0639 0.346748\n", " 71 1385.27 1 -0.018 0.314221\n", " 72 1385.47 1 1.66 0.250277\n", " 73 1385.01 1 -0.0976 0.500554\n", " 74 1412.17 1 143 0.166851\n", " 75 1384.77 1 0.244 0.333703\n", " 76 1384.68 1 2.22 0.304842\n", " 77 1383.39 1 0.873 0.443577\n", " 78 1394.92 0.972 44 0.354131\n", " 79 1382.06 1 -0.394 0.708261\n", " 80 1383.55 0.524 10.3 0.236087\n", " 81 1382.36 1 2.86 0.472174\n", " 82 1381.66 1 -0.132 1.8887\n", " 83 1381.29 1 0.437 0.629565\n", " 84 1380.93 0.212 -0.815 0.625101\n", " 85 1380.49 1 -0.079 0.625101\n", " 86 1380.28 1 0.0126 0.208367\n", " 87 1379.67 1 -0.267 0.180455\n", " 88 1379.56 0.03 -1.86 0.0601515\n", " 89 1379.78 1 0.618 0.0601515\n", " 90 1379.41 1 0.00825 0.120303\n", " 91 1379.66 1 0.52 0.106909\n", " 92 1379.4 1 0.0312 0.213818\n", " 93 1379.37 1 -0.00401 0.24918\n", " 94 1379.48 1 0.222 0.08306\n", " 95 1376.69 0.141 -9.21 0.16612\n", " 96 1374.66 1 -0.332 0.16612\n", " 97 1374.47 1 0.199 0.0553733\n", " 98 1374.51 1 0.273 0.0551437\n", " 99 1374.31 1 -0.0156 0.110287\n", " 100 1374.3 1 0.0159 0.0559191\n", " 101 1374.29 0.473 0.0197 0.0614313\n", " 102 1374.27 1 -0.00223 0.0614313\n", " 103 1374.26 1 -0.00812 0.0204771\n", " 104 1374.22 0.407 -0.0718 0.0068257\n", " 105 1373.82 0.44 11.7 0.0068257\n", " 106 1373.29 1 17.6 0.0068257\n", " 107 2375.08 0.195 1.64e+05 0.00697274\n", " 108 2370.87 0.252 1.27e+05 0.0139455\n", " 109 2344.97 0.604 5.34e+04 0.0557819\n", " 110 1372.1 1 -0.0279 0.446255\n", " 111 1382.13 1 55.1 0.148752\n", " 112 1372.02 1 0.245 0.297503\n", " 113 1372.24 1 1.36 0.297541\n", " 114 1371.77 1 -0.0776 0.595082\n", " 115 1376.22 1 16 0.198361\n", " 116 1371.76 1 0.39 0.396721\n", " 117 1371.46 1 -0.0554 0.719875\n", " 118 1371.46 1 0.205 0.239958\n", " 119 1371.39 1 -0.0115 0.479916\n", " 120 1371.34 1 -0.0115 0.33952\n", " 121 1371.31 1 -0.00622 0.230126\n", " 122 1371.3 1 -0.00203 0.131934\n", " 123 1371.3 1 -0.00039 0.0658207\n", " 124 1371.3 1 -0.000108 0.0219402\n", " 125 1371.3 1 -0.000232 0.00731341\n", " 126 1371.3 1 -0.000517 0.0024378\n", " 127 1371.3 1 -0.000582 0.00124993\n", " 128 1371.3 1 -0.00029 0.000878162\n", " 129 1371.3 1 0.00056 0.00079413\n", " 130 1371.3 1 0.00337 0.000875727\n", " 131 1371.3 1 0.00344 0.00175145\n", " 132 1371.3 1 0.00329 0.00700582\n", " 133 1371.3 1 0.00176 0.0560466\n", " 134 1371.3 1 -6.35e-05 0.448372\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Parameters converged to within tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 839574\n", " 1 839540 2.08e-05 -8.24e+05 0.744129\n", " 2 839459 4.91e-05 -8.25e+05 0.744129\n", " 3 758966 0.0463 -8.84e+05 0.744129\n", " 4 744576 0.00937 -7.9e+05 0.744129\n", " 5 713318 0.0198 -8.51e+05 0.744129\n", " 6 707399 0.00413 -7.3e+05 0.744129\n", " 7 704758 0.00188 -7.08e+05 0.744129\n", " 8 512646 0.133 -7.92e+05 0.744129\n", " 9 452049 0.0642 -4.41e+05 0.744129\n", " 10 396690 0.0716 -3.36e+05 0.744129\n", " 11 355168 0.0608 -3.03e+05 0.744129\n", " 12 350957 0.00616 -3.39e+05 0.744129\n", " 13 220497 0.187 -4.1e+05 0.744129\n", " 14 184362 0.0739 -2.83e+05 0.744129\n", " 15 157408 0.0586 -2.98e+05 0.744129\n", " 16 51189.1 0.136 -7.58e+05 0.744129\n", " 17 27587.1 0.211 -6.91e+04 0.744129\n", " 18 5647.31 0.482 -5.1e+03 0.744129\n", " 19 6353.42 0.252 5.08e+04 0.744129\n", " 20 6117.87 0.353 3.61e+04 1.48826\n", " 21 4412.2 1 324 5.95303\n", " 22 4289 1 157 1.98434\n", " 23 4228.23 1 12.1 1.97042\n", " 24 4099.39 1 -39.1 1.96987\n", " 25 3657.85 0.101 -3.98e+03 0.656622\n", " 26 3429.48 0.304 -231 0.656622\n", " 27 3022.3 1 82.7 0.656622\n", " 28 3170.44 0.185 5.06e+05 0.678222\n", " 29 3556.39 0.357 4.78e+05 1.35644\n", " 30 2652.16 0.393 -242 5.42578\n", " 31 4133.51 0.585 3.53e+05 5.42578\n", " 32 2134.68 1 -739 10.8516\n", " 33 4555.68 0.46 8.28e+04 3.61718\n", " 34 4594.35 0.541 6.89e+04 7.23437\n", " 35 4761.66 0.903 4.46e+04 28.9375\n", " 36 1915.23 1 -77 231.5\n", " 37 1742.53 1 -18.4 77.1666\n", " 38 1721.65 1 -1.58 25.7222\n", " 39 1708.81 1 -6.29 8.57407\n", " 40 1724.63 0.789 188 2.85802\n", " 41 1720.17 1 115 5.71604\n", " 42 1678.43 1 -9.33 22.8642\n", " 43 1660.56 1 -7.2 13.3179\n", " 44 1632.91 1 -9.43 4.43931\n", " 45 1590.97 0.401 -21.2 1.47977\n", " 46 1584.45 0.185 -15 1.47977\n", " 47 1577.11 0.293 -10.2 1.47977\n", " 48 1563.79 1 -4.27 1.47977\n", " 49 1531.43 0.643 -11.5 0.493257\n", " 50 1467.6 1 -11.2 0.493257\n", " 51 1433.38 1 -6.02 0.376587\n", " 52 1420.91 1 -1.25 0.239651\n", " 53 1415.92 1 -1.19 0.177332\n", " 54 1413.97 0.589 -1.07 0.108529\n", " 55 3857.74 0.747 2.44e+05 0.108529\n", " 56 1413.07 1 4.66 0.217058\n", " 57 1739.1 1 2.23e+03 0.217128\n", " 58 1425.7 1 42.7 0.434255\n", " 59 1410.27 1 -0.0169 1.73702\n", " 60 1408.04 1 -0.413 1.50205\n", " 61 1407.55 0.331 -0.616 1.00614\n", " 62 1406.91 1 -0.206 1.00614\n", " 63 1406.04 1 -0.349 0.352931\n", " 64 1437.36 1 138 0.261128\n", " 65 1438.22 1 171 0.522256\n", " 66 1404.49 1 4.41 2.08903\n", " 67 1403.17 1 -0.124 2.07144\n", " 68 1402.81 1 -0.163 0.690479\n", " 69 1402.18 1 0.3 0.23016\n", " 70 1402.19 1 1.45 0.228551\n", " 71 1401.52 1 -0.187 0.457101\n", " 72 1401.01 1 -0.0361 0.337744\n", " 73 1400.16 1 -0.327 0.328436\n", " 74 1399.02 0.784 -0.659 0.204455\n", " 75 1396.85 1 -1.04 0.204455\n", " 76 1383.73 1 -6.45 0.0681518\n", " 77 1374.03 0.0364 -132 0.0227173\n", " 78 1079.06 1 -91.9 0.0227173\n", " 79 1098.9 0.165 574 0.00757242\n", " 80 1078.34 0.361 215 0.0151448\n", " 81 1057.9 0.134 -78.1 0.0151448\n", " 82 1025.61 0.389 -30.8 0.0151448\n", " 83 1002.92 1 -1.78 0.0151448\n", " 84 1000.86 1 -0.345 0.00504828\n", " 85 993.898 0.18 -16 0.00387275\n", " 86 993.292 0.434 -0.529 0.00387275\n", " 87 992.935 1 -0.0419 0.00387275\n", " 88 992.917 1 -0.00405 0.00129092\n", " 89 992.912 1 -0.00119 0.000430306\n", " 90 992.911 1 -0.000462 0.000402246\n", " 91 992.91 0.397 -0.00044 0.000224207\n", " 92 992.91 1 -0.000283 0.000224207\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Norm of gradient less than tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 272351\n", " 1 271966 0.000723 -2.66e+05 0.894028\n", " 2 271712 0.000476 -2.66e+05 0.894028\n", " 3 270032 0.00318 -2.63e+05 0.894028\n", " 4 269335 0.00132 -2.63e+05 0.894028\n", " 5 244033 0.053 -2.15e+05 0.894028\n", " 6 212765 0.0893 -8.64e+04 0.894028\n", " 7 186879 0.067 -1.8e+05 0.894028\n", " 8 185024 0.00512 -1.8e+05 0.894028\n", " 9 170512 0.0385 -1.97e+05 0.894028\n", " 10 137192 0.0888 -2.11e+05 0.894028\n", " 11 125579 0.0406 -1.54e+05 0.894028\n", " 12 97615.7 0.101 -1.56e+05 0.894028\n", " 13 76165.9 0.0987 -1.25e+05 0.894028\n", " 14 12217.5 0.246 -2.57e+05 0.894028\n", " 15 12143.4 0.00344 -1.08e+04 0.894028\n", " 16 6849.57 0.224 -1.27e+04 0.894028\n", " 17 2125.06 0.534 9.65e+03 0.894028\n", " 18 4248.26 0.959 2.11e+04 0.894028\n", " 19 7512.78 1 3.61e+04 1.78806\n", " 20 2235.58 1 2.97e+03 7.15222\n", " 21 2125.04 1.62e-05 -622 57.2178\n", " 22 1520.07 1 134 57.2178\n", " 23 1476.09 1 6.4 20.9849\n", " 24 1459.77 1 -2.47 6.99496\n", " 25 1448.35 0.626 -8.3 3.35157\n", " 26 1448.33 0.0041 -2.97 3.35157\n", " 27 1443.44 1 -1.2 3.35157\n", " 28 1420.08 0.414 -249 1.11719\n", " 29 1490.72 0.755 548 1.11719\n", " 30 1428.3 0.894 92.7 2.23438\n", " 31 1416.98 1 25.5 8.93752\n", " 32 1407.36 1 -2.09 9.39936\n", " 33 1402.5 1 -1.91 3.13312\n", " 34 1398.51 0.265 -7.5 1.04437\n", " 35 1396.55 1 0.237 1.04437\n", " 36 1396.15 1 -0.0427 0.596759\n", " 37 1396.1 1 -0.00765 0.405997\n", " 38 1396.08 1 -0.0081 0.305563\n", " 39 1396.04 1 -0.0144 0.112846\n", " 40 1395.86 1 -0.139 0.0603226\n", " 41 1443.3 0.266 4.77e+03 0.0201075\n", " 42 1442.93 0.52 2.42e+03 0.0402151\n", " 43 1395.52 1 -0.255 0.16086\n", " 44 1439.24 0.378 1.7e+03 0.0536201\n", " 45 1438.91 0.732 871 0.10724\n", " 46 1395.2 1 -0.217 0.428961\n", " 47 1434.9 0.692 594 0.142987\n", " 48 1395.16 1 4.06 0.285974\n", " 49 1394.45 1 4.04 0.495607\n", " 50 1392.03 1 0.139 0.541562\n", " 51 1391.8 0.871 0.497 0.180521\n", " 52 1391.54 1 0.0121 0.180521\n", " 53 1391.5 1 -0.00472 0.0800144\n", " 54 1391.46 1 -0.00918 0.0691668\n", " 55 1391.44 0.56 -0.0192 0.0457729\n", " 56 1391.39 1 -0.034 0.0457729\n", " 57 1390.44 0.592 -5.89 0.0152576\n", " 58 1390.15 1 0.0439 0.0152576\n", " 59 1390.11 1 0.0123 0.0100755\n", " 60 1390.11 1 0.0363 0.0100579\n", " 61 1390.11 1 0.0342 0.0201158\n", " 62 1390.11 1 0.0274 0.080463\n", " 63 1390.1 1 0.0107 0.643704\n", " 64 1390.1 1 0.0062 0.651734\n", " 65 1390 0.19 -0.244 0.770069\n", " 66 1389.72 1 -0.0895 0.770069\n", " 67 1389.61 1 -0.0433 0.717521\n", " 68 1388.89 0.223 -1.48 0.442958\n", " 69 1387.89 0.945 -0.346 0.442958\n", " 70 1387.73 1 -0.0306 0.442958\n", " 71 1384.6 1 0.0773 0.147653\n", " 72 1383.58 1 0.168 0.147607\n", " 73 1383.54 1 0.203 0.0821109\n", " 74 1383.52 1 0.229 0.124372\n", " 75 1383.44 1 0.0855 0.191291\n", " 76 1383.42 1 0.0317 0.206121\n", " 77 1383.41 1 0.00882 0.214603\n", " 78 1383.4 1 0.00202 0.217194\n", " 79 1383.4 1 -0.000286 0.217194\n", " 80 1383.4 1 -0.00117 0.206421\n", " 81 1383.39 1 -0.00233 0.134292\n", " 82 1383.36 0.896 -0.0169 0.044764\n", " 83 1383.31 1 -0.0275 0.044764\n", " 84 1384.22 1 5.32 0.0149213\n", " 85 1383.15 1 -0.0372 0.0298427\n", " 86 2070.71 0.591 2.89e+04 0.00994755\n", " 87 2071.12 0.99 1.74e+04 0.0198951\n", " 88 1382.85 1 -0.101 0.0795804\n", " 89 1565.66 1 1.95e+03 0.0369013\n", " 90 1382.54 1 1.16 0.0738026\n", " 91 1391.8 0.942 20.5 0.0831567\n", " 92 1383.3 1 5.12 0.166313\n", " 93 1380.52 1 -0.606 0.665254\n", " 94 1379.07 1 3.24 0.399092\n", " 95 1373.63 1 -0.888 0.436464\n", " 96 1372.41 1 -0.234 0.362699\n", " 97 1372.38 0.0576 -0.219 0.1209\n", " 98 1372.16 1 0.0596 0.1209\n", " 99 1561.42 0.946 2.42e+03 0.084017\n", " 100 1372.33 1 1 0.168034\n", " 101 1372.03 1 -0.0255 0.672136\n", " 102 1372.1 1 0.443 0.224045\n", " 103 1371.98 1 -0.0178 0.448091\n", " 104 1379.11 1 28 0.149364\n", " 105 1372 1 0.235 0.298727\n", " 106 1371.95 1 -0.0131 1.19491\n", " 107 1371.92 1 0.066 0.398303\n", " 108 1371.92 1 0.199 0.398862\n", " 109 1371.84 1 -0.0255 0.797724\n", " 110 1373.31 1 4.14 0.265908\n", " 111 1371.82 1 0.082 0.531816\n", " 112 1371.75 1 0.00182 0.692872\n", " 113 1371.73 1 0.0673 0.642142\n", " 114 1371.67 1 0.0129 0.749484\n", " 115 1371.64 0.907 0.0201 0.738003\n", " 116 1371.61 1 0.0321 0.738003\n", " 117 1371.58 1 0.0169 0.751378\n", " 118 1371.55 1 0.0127 0.751359\n", " 119 1371.53 1 0.00776 0.75132\n", " 120 1371.51 1 0.00444 0.750268\n", " 121 1371.49 1 0.00232 0.74636\n", " 122 1371.48 1 0.00105 0.73766\n", " 123 1371.47 1 0.000307 0.722994\n", " 124 1371.46 1 -0.000115 0.702184\n", " 125 1371.45 1 -0.00035 0.676029\n", " 126 1371.44 1 -0.000479 0.645946\n", " 127 1371.43 1 -0.000546 0.613482\n", " 128 1371.42 1 -0.000577 0.580019\n", " 129 1371.42 1 -0.000586 0.546603\n", " 130 1371.41 1 -0.000583 0.513962\n", " 131 1371.4 1 -0.000571 0.482549\n", " 132 1371.4 1 -0.000556 0.452623\n", " 133 1371.39 1 -0.000537 0.424304\n", " 134 1371.39 1 -0.000517 0.397627\n", " 135 1371.38 1 -0.000496 0.372568\n", " 136 1371.38 1 -0.000474 0.34907\n", " 137 1371.37 1 -0.000453 0.32706\n", " 138 1371.37 1 -0.000433 0.306451\n", " 139 1371.36 1 -0.000413 0.287157\n", " 140 1371.36 1 -0.000394 0.269091\n", " 141 1371.36 1 -0.000375 0.252167\n", " 142 1371.35 1 -0.000358 0.236305\n", " 143 1371.35 1 -0.000341 0.22143\n", " 144 1371.35 1 -0.000325 0.207473\n", " 145 1371.34 1 -0.000311 0.194367\n", " 146 1371.34 1 -0.000297 0.182053\n", " 147 1371.34 1 -0.000283 0.170476\n", " 148 1371.33 1 -0.000271 0.159587\n", " 149 1371.33 1 -0.000259 0.149337\n", " 150 1371.33 1 -0.000249 0.139687\n", " 151 1371.33 0.953 -0.000347 0.130597\n", " 152 1371.33 1 -0.000635 0.130597\n", " 153 1371.32 1 -0.00144 0.0435322\n", " 154 1371.32 1 -0.00163 0.0260011\n", " 155 1371.31 1 -0.00147 0.0186226\n", " 156 1371.31 1 -0.00114 0.0142126\n", " 157 1371.31 1 -0.000547 0.0114869\n", " 158 1371.31 1 0.00106 0.0108843\n", " 159 1371.31 1 0.00523 0.0119625\n", " 160 1371.31 1 0.00461 0.0239251\n", " 161 1371.31 1 0.002 0.0957003\n", " 162 1371.31 1 0.000975 0.15023\n", " 163 1371.31 1 0.000329 0.163121\n", " 164 1371.31 1 8.46e-05 0.168021\n", " 165 1371.31 1 4.83e-06 0.168455\n", " 166 1371.31 1 -2.05e-05 0.167414\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Norm of gradient less than tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 29671.8\n", " 1 29671.3 1.02e-05 -2.84e+04 0.21602\n", " 2 24660.4 0.082 -2.91e+04 0.21602\n", " 3 23043.5 0.0335 -2.5e+04 0.21602\n", " 4 22602.7 0.0101 -2.22e+04 0.21602\n", " 5 19788.1 0.0613 -2.48e+04 0.21602\n", " 6 17902.2 0.049 -2.02e+04 0.21602\n", " 7 13006.2 0.139 -1.87e+04 0.21602\n", " 8 12028.9 0.0431 -1.12e+04 0.21602\n", " 9 10064.4 0.0955 -1.01e+04 0.21602\n", " 10 6986.14 0.183 -8.27e+03 0.21602\n", " 11 2066.14 0.379 871 0.21602\n", " 12 1931.17 0.145 -454 0.21602\n", " 13 1801.48 0.307 523 0.21602\n", " 14 1704.38 0.232 -252 0.21602\n", " 15 1638.38 0.47 29.5 0.21602\n", " 16 1930.82 0.308 4.12e+04 0.21602\n", " 17 1686.68 0.435 2.48e+04 0.432039\n", " 18 1609.65 1 1.56 1.72816\n", " 19 1611.85 0.286 1.89e+03 1.43035\n", " 20 1614.89 0.297 1.84e+03 2.8607\n", " 21 1619.11 0.344 1.62e+03 11.4428\n", " 22 1621.25 0.574 981 91.5424\n", " 23 1586.3 1 -9.55 732.339\n", " 24 1613.55 0.808 334 244.113\n", " 25 1615.09 0.893 302 488.226\n", " 26 1576.87 1 8.89 1952.9\n", " 27 1572.41 1 -1.38 650.968\n", " 28 1527.63 1 -15 216.989\n", " 29 1482.39 0.333 -57 153.502\n", " 30 1433.43 1 -8.26 153.502\n", " 31 1419.67 1 -4.34 51.1674\n", " 32 1418.33 0.138 -4.71 17.0558\n", " 33 1411.3 1 -2.29 17.0558\n", " 34 1407.49 1 0.326 5.68527\n", " 35 1407.23 1 3.42 2.62893\n", " 36 1403.95 1 -0.526 4.09627\n", " 37 1403.83 0.102 -0.575 1.36542\n", " 38 1404.27 1 2.19 1.36542\n", " 39 1403.31 1 -0.115 2.73085\n", " 40 1402.76 1 -0.18 2.16249\n", " 41 1402.22 1 -0.139 1.37538\n", " 42 1401.43 1 -0.333 1.05953\n", " 43 1399.08 1 -0.113 0.353178\n", " 44 1397.15 0.136 -6.64 0.307961\n", " 45 1395.96 1 -0.165 0.307961\n", " 46 1396.03 1 0.226 0.114323\n", " 47 1395.87 1 -0.0182 0.228647\n", " 48 1395.79 1 -0.0278 0.213576\n", " 49 1395.68 1 -0.0482 0.148162\n", " 50 1394.45 1 -0.0213 0.0767584\n", " 51 1395.4 1 5.63 0.0665843\n", " 52 1393.09 1 0.834 0.133169\n", " 53 1395.79 0.429 20.3 0.133156\n", " 54 1394.63 0.647 12 0.266312\n", " 55 1389.52 1 -0.902 1.06525\n", " 56 1385.19 0.858 -1.12 0.914618\n", " 57 1384.11 0.218 -2.1 0.914618\n", " 58 1382.04 1 -0.426 0.914618\n", " 59 1381.65 0.466 -0.322 0.350967\n", " 60 1381.26 1 -0.115 0.350967\n", " 61 1378.3 1 -1.01 0.291044\n", " 62 1376.25 1 -0.00194 0.148254\n", " 63 1779.29 0.792 7.86e+03 0.0644745\n", " 64 1388.41 1 64.9 0.128949\n", " 65 1375.63 1 -0.16 0.515796\n", " 66 1377.63 1 7.87 0.171932\n", " 67 1375.38 1 0.138 0.343864\n", " 68 1375.16 1 0.111 0.332762\n", " 69 1374.9 1 -0.0192 0.332654\n", " 70 1374.74 1 -0.0255 0.307521\n", " 71 1374.64 1 -0.0223 0.273379\n", " 72 1374.56 1 -0.018 0.234236\n", " 73 1374.51 1 -0.0152 0.198082\n", " 74 1374.46 1 -0.0128 0.165309\n", " 75 1374.43 1 -0.011 0.137132\n", " 76 1374.4 1 -0.0094 0.113005\n", " 77 1374.37 1 -0.00805 0.092545\n", " 78 1374.35 1 -0.00687 0.0752427\n", " 79 1374.34 1 -0.00585 0.0606975\n", " 80 1374.32 1 -0.00497 0.0485592\n", " 81 1374.31 1 -0.00422 0.0385131\n", " 82 1374.3 1 -0.0033 0.0302692\n", " 83 1374.3 0.325 -0.00381 0.0222847\n", " 84 1374.29 1 -0.00253 0.0222847\n", " 85 1374.29 1 -0.00241 0.015186\n", " 86 1374.28 1 -0.00233 0.0107557\n", " 87 1374.28 1 -0.00261 0.00719968\n", " 88 1374.27 1 -0.00593 0.00401083\n", " 89 1374.26 0.112 -0.0274 0.00133694\n", " 90 1373.91 0.344 63.8 0.00133694\n", " 91 2470.26 0.811 1.14e+06 0.00133694\n", " 92 1372.45 1 -0.022 0.00267388\n", " 93 2453.82 0.0812 4.33e+06 0.000943415\n", " 94 2452.73 0.15 2.37e+06 0.00188683\n", " 95 2445.83 0.562 6.63e+05 0.00754732\n", " 96 1372.39 1 0.0765 0.0603785\n", " 97 1372.38 1 0.0657 0.060735\n", " 98 1372.36 1 0.0658 0.0927699\n", " 99 1372.33 1 0.0341 0.11512\n", " 100 1372.32 0.126 -0.0423 0.120234\n", " 101 1372.27 1 -0.0106 0.120234\n", " 102 1372.26 1 0.297 0.097788\n", " 103 1380.55 1 50.5 0.134227\n", " 104 1372.02 1 -0.0207 0.268454\n", " 105 2237.75 0.931 1.8e+04 0.109704\n", " 106 1373.82 1 7.08 0.219409\n", " 107 1371.87 1 -0.0531 0.877635\n", " 108 1372.34 1 1.98 0.292545\n", " 109 1371.76 1 -0.0143 0.58509\n", " 110 1376.6 1 17.5 0.19503\n", " 111 1371.76 1 0.417 0.39006\n", " 112 1371.45 1 -0.052 0.776478\n", " 113 1371.44 1 0.167 0.258826\n", " 114 1371.32 1 -0.014 0.38969\n", " 115 1371.31 1 7.06e-05 0.129897\n", " 116 1371.3 1 -0.00101 0.112779\n", " 117 1371.3 1 3.17e-05 0.0375929\n", " 118 1371.3 1 0.000152 0.0293863\n", " 119 1371.3 1 0.00031 0.0372851\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Parameters converged to within tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 54172.9\n", " 1 54142.2 0.000303 -5.06e+04 0.549376\n", " 2 54113.5 0.000284 -5.06e+04 0.549376\n", " 3 54076 0.000371 -5.06e+04 0.549376\n", " 4 53768.4 0.003 -5.21e+04 0.549376\n", " 5 53331.7 0.00425 -5.26e+04 0.549376\n", " 6 53314.1 0.000177 -4.97e+04 0.549376\n", " 7 53293 0.000212 -4.96e+04 0.549376\n", " 8 36097.2 0.147 -6.74e+04 0.549376\n", " 9 35488 0.00875 -3.57e+04 0.549376\n", " 10 28787.9 0.0801 -5.09e+04 0.549376\n", " 11 16187.1 0.169 -4.65e+04 0.549376\n", " 12 10950.5 0.168 -1.57e+04 0.549376\n", " 13 3657.35 0.603 -1.73e+03 0.549376\n", " 14 3561.3 0.023 -2.05e+03 0.549376\n", " 15 2671.32 0.209 -3.2e+03 0.549376\n", " 16 1974.15 0.737 622 0.549376\n", " 17 1769.26 0.253 -297 0.549376\n", " 18 1509.57 0.962 -42 0.549376\n", " 19 1487.01 0.172 -50.2 0.549376\n", " 20 1407.33 1 -28.6 0.549376\n", " 21 1295.64 0.437 -112 0.509468\n", " 22 1106.57 0.842 -55.4 0.509468\n", " 23 1074.45 1 -3.15 0.509468\n", " 24 1069.36 1 -1.33 0.46231\n", " 25 1051.59 1 -2.84 0.438627\n", " 26 1040.09 1 -3.54 0.146209\n", " 27 1031.93 1 -2.28 0.0487364\n", " 28 1025.14 1 -2.24 0.0162455\n", " 29 1022.24 0.69 -1.53 0.00541515\n", " 30 1020.6 1 -0.445 0.00541515\n", " 31 1020.49 0.26 -0.187 0.00180505\n", " 32 1020.28 1 -0.0559 0.00180505\n", " 33 1020.25 1 -0.00887 0.000601683\n", " 34 1028.71 1 135 0.000200561\n", " 35 1020.3 1 0.225 0.000401122\n", " 36 1020.24 1 -0.00283 0.00160449\n", " 37 1548.11 0.673 1.15e+04 0.00053483\n", " 38 1550.01 0.678 1.15e+04 0.00106966\n", " 39 1546.82 0.675 1.14e+04 0.00427864\n", " 40 1546.81 0.683 1.13e+04 0.0342291\n", " 41 1550.78 0.736 1.04e+04 0.273833\n", " 42 1019.71 0.0178 -15 2.19066\n", " 43 1021.6 0.929 111 2.19066\n", " 44 1013.89 0.266 -10.2 4.38133\n", " 45 1003.2 1 2.25 4.38133\n", " 46 1002.6 0.0942 -3.05 1.70032\n", " 47 999.819 1 -0.341 1.70032\n", " 48 999.669 0.48 -0.12 0.566775\n", " 49 999.573 1 -0.0203 0.566775\n", " 50 999.552 1 -0.00783 0.188925\n", " 51 999.527 1 -0.0103 0.062975\n", " 52 999.508 1 -0.00821 0.038229\n", " 53 999.493 1 -0.00651 0.0247699\n", " 54 999.48 1 -0.00547 0.015646\n", " 55 999.469 1 -0.00456 0.0098717\n", " 56 999.459 1 -0.00418 0.00616329\n", " 57 999.451 1 -0.00351 0.00387159\n", " 58 999.444 1 -0.00326 0.00238752\n", " 59 999.432 1 -0.00462 0.00137579\n", " 60 999.428 1 -0.0016 0.00105482\n", " 61 999.42 1 -0.00329 0.00080262\n", " 62 999.418 1 -0.000832 0.000643279\n", " 63 999.417 1 -0.000254 0.000214426\n", " 64 999.417 1 0.000135 0.000174724\n", " 65 999.417 1 -0.000231 0.000349449\n", " 66 999.416 0.105 -0.00173 0.000281733\n", " 67 999.413 1 -0.00143 0.000281733\n", " 68 999.413 0.563 -0.000317 0.00014053\n", " 69 999.413 1 3.42e-05 0.00014053\n", " 70 999.411 1 -0.000642 0.000149637\n", " 71 999.411 0.444 -0.000583 6.00911e-05\n", " 72 999.41 1 -0.000476 6.00911e-05\n", " 73 999.41 0.29 -1.6e-05 2.43266e-05\n", " 74 999.409 1 -0.000377 2.43266e-05\n", " 75 999.409 0.0349 -0.000579 8.10887e-06\n", " 76 999.409 0.0367 -0.000401 8.10887e-06\n", " 77 999.409 1 -0.00023 8.10887e-06\n", " 78 999.408 1 -0.000129 2.70296e-06\n", " 79 999.408 0.00116 -0.00152 9.00985e-07\n", " 80 999.408 0.156 -1.5e-06 9.00985e-07\n", " 81 999.408 1 -0.000252 9.00985e-07\n", " 82 999.408 0.255 -0.000269 3.00328e-07\n", " 83 999.407 1 -0.000309 3.00328e-07\n", " 84 999.407 1 -5.49e-05 1.00109e-07\n", " 85 999.406 1 -0.000354 5.5464e-08\n", " 86 999.406 1 -0.000135 2.13311e-08\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Norm of gradient less than tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 19965\n", " 1 19963.2 4.92e-05 -1.83e+04 0.226461\n", " 2 19962.8 1.21e-05 -1.83e+04 0.226461\n", " 3 16398.1 0.0824 -2.54e+04 0.226461\n", " 4 15636.6 0.0246 -1.62e+04 0.226461\n", " 5 13857.6 0.0592 -1.6e+04 0.226461\n", " 6 10733.1 0.115 -1.47e+04 0.226461\n", " 7 8460.08 0.13 6.59e+06 0.226461\n", " 8 7248.1 0.0701 -1.1e+04 0.226461\n", " 9 2797.8 0.21 -1.51e+04 0.226461\n", " 10 2039.4 0.283 -434 0.226461\n", " 11 7199.63 0.556 3.59e+05 0.226461\n", " 12 6089.97 0.668 1.52e+05 0.452922\n", " 13 4731.34 0.825 3.04e+04 1.81169\n", " 14 1889.58 1 791 14.4935\n", " 15 1705.94 1 581 15.0644\n", " 16 1557.94 1 38.4 15.0625\n", " 17 1527 1 1.6 12.5834\n", " 18 1519.17 1 6.91 4.19447\n", " 19 1510.99 1 -1.4 4.10187\n", " 20 1509.13 1 4.89 1.36729\n", " 21 1505.44 1 -0.125 1.38077\n", " 22 1504.84 1 0.461 0.460257\n", " 23 1504.47 1 -0.00994 0.458137\n", " 24 1504.39 1 0.0192 0.152712\n", " 25 1504.3 1 -0.0261 0.144417\n", " 26 1504.37 1 0.315 0.0481389\n", " 27 1503.83 0.127 14.6 0.0962778\n", " 28 1501.82 1 0.515 0.0962778\n", " 29 1500.55 1 0.29 0.0967858\n", " 30 1501.25 1 5.64 0.0968045\n", " 31 1499.76 1 -0.128 0.193609\n", " 32 5764 0.719 2.5e+05 0.0645363\n", " 33 1543.61 1 297 0.129073\n", " 34 1499.51 1 -0.0625 0.516291\n", " 35 1534.72 1 195 0.172097\n", " 36 1499.86 1 1.66 0.344194\n", " 37 1499.39 1 -0.0517 1.37677\n", " 38 1499.53 1 0.94 0.458925\n", " 39 1499.26 1 -0.0349 0.91785\n", " 40 1505.19 1 21.3 0.30595\n", " 41 1499.29 1 0.588 0.6119\n", " 42 1499.16 1 -0.0419 2.4476\n", " 43 1499.1 1 0.272 0.815867\n", " 44 1498.94 1 0.295 0.846678\n", " 45 1498.68 1 0.243 0.847353\n", " 46 1498.32 1 0.01 0.846163\n", " 47 1498.11 1 0.0171 0.636427\n", " 48 1497.93 1 -0.0345 0.494307\n", " 49 1497.89 0.19 -0.084 0.164769\n", " 50 1497.82 1 -0.00117 0.164769\n", " 51 1496.26 0.147 -4.67 0.105595\n", " 52 1493.45 0.558 -1.43 0.105595\n", " 53 1492.57 1 -0.0862 0.105595\n", " 54 1482.19 1 3.12 0.0460247\n", " 55 1477.33 0.149 -13.6 0.0460287\n", " 56 1466.28 1 -0.854 0.0460287\n", " 57 1467.29 1 4.62 0.0299208\n", " 58 1466.92 1 4.29 0.0598417\n", " 59 1465.25 1 2.7 0.239367\n", " 60 1461 1 -0.558 0.302435\n", " 61 1459.3 1 -0.142 0.266888\n", " 62 1459.21 1 0.0418 0.098106\n", " 63 1459.14 1 0.0572 0.0980948\n", " 64 1430.03 0.535 38.6 0.101915\n", " 65 1419.87 0.0676 -66.3 0.101915\n", " 66 1409.67 1 4.72 0.101915\n", " 67 1428.65 0.443 108 0.105643\n", " 68 1427.08 0.475 94.3 0.211286\n", " 69 1419.51 0.742 45.4 0.845145\n", " 70 1399.61 1 -0.866 6.76116\n", " 71 1401.75 1 7.46 2.25372\n", " 72 1398.73 1 0.159 4.50744\n", " 73 1398.01 1 -0.203 4.03435\n", " 74 1397.74 0.41 -0.304 1.34478\n", " 75 1397.39 1 -0.123 1.34478\n", " 76 1397.24 1 -0.0514 0.720906\n", " 77 1397.18 1 -0.0184 0.388102\n", " 78 1397.13 1 -0.0181 0.250426\n", " 79 1397.09 1 -0.0144 0.151213\n", " 80 1397.06 1 -0.0104 0.122032\n", " 81 1397.04 1 -0.00682 0.0992773\n", " 82 1397.04 0.201 -0.00735 0.0843434\n", " 83 1397.02 1 -0.00557 0.0843434\n", " 84 1397.02 1 0.0108 0.0641658\n", " 85 1397.03 0.335 0.0749 0.0721527\n", " 86 1397.02 0.412 0.0239 0.144305\n", " 87 1397.01 0.817 -0.00122 0.577222\n", " 88 1397.01 1 -0.000622 0.577222\n", " 89 1397.01 1 -0.00131 0.192407\n", " 90 1397 1 -0.00236 0.0768336\n", " 91 1397 0.0886 -0.00345 0.0502303\n", " 92 1397 1 0.000862 0.0502303\n", " 93 1397.23 1 0.493 0.0501733\n", " 94 1397.04 1 0.0824 0.100347\n", " 95 1396.99 1 0.000131 0.401387\n", " 96 1396.99 1 -0.000227 0.394531\n", " 97 1396.99 1 -0.000616 0.13151\n", " 98 1396.99 0.518 -0.00159 0.0438368\n", " 99 1396.99 1 0.000326 0.0438368\n", " 100 1397.14 1 0.282 0.0435066\n", " 101 1397.02 1 0.0688 0.0870133\n", " 102 1396.99 1 0.000819 0.348053\n", " 103 1396.99 1 -0.000137 0.387806\n", " 104 1396.99 1 -0.000178 0.199019\n", " 105 1396.98 1 -0.000155 0.138872\n", " 106 1396.98 0.641 1.58e-06 0.121505\n", " 107 1396.98 1 0.000135 0.121505\n", " 108 1396.99 1 0.00423 0.121504\n", " 109 1396.98 1 0.000536 0.243008\n", " 110 1396.98 1 3.39e-05 0.304581\n", " 111 1396.98 1 -2.67e-05 0.300738\n", " 112 1396.98 1 -5e-05 0.291672\n", " 113 1396.98 1 -6.64e-05 0.272791\n", " 114 1396.98 1 -7.85e-05 0.242962\n", " 115 1396.98 0.991 -7.87e-05 0.208458\n", " 116 1396.98 1 -4.89e-05 0.208458\n", " 117 1396.98 1 -2.1e-06 0.198663\n", " 118 1396.98 1 8.9e-05 0.197326\n", " 119 1396.98 0.819 0.000115 0.197375\n", " 120 1396.98 1 5.57e-05 0.197375\n", " 121 1396.98 1 0.000225 0.197364\n", " 122 1396.98 1 0.000367 0.20755\n", " 123 1396.98 1 0.000392 0.240097\n", " 124 1396.98 1 0.00022 0.274147\n", " 125 1396.98 1 0.000122 0.276667\n", " 126 1396.98 1 7.65e-05 0.277083\n", " 127 1396.98 1 5.09e-05 0.277137\n", " 128 1396.98 1 2.6e-05 0.277138\n", " 129 1396.98 1 8.86e-06 0.277034\n", " 130 1396.98 1 -6.72e-06 0.276285\n", " 131 1396.98 1 -1.77e-05 0.273282\n", " 132 1396.98 1 -2.66e-05 0.26688\n", " 133 1396.98 1 -3.17e-05 0.255616\n", " 134 1396.98 1 -3.31e-05 0.241604\n", " 135 1396.98 1 -2.73e-05 0.227757\n", " 136 1396.98 1 -1.28e-05 0.21901\n", " 137 1396.98 1 1.52e-05 0.215658\n", " 138 1396.98 1 5.1e-05 0.215442\n", " 139 1396.98 0.99 0.000102 0.215467\n", " 140 1396.98 1 0.000145 0.215467\n", " 141 1396.98 1 0.000204 0.222501\n", " 142 1396.98 1 0.000196 0.243819\n", " 143 1396.98 1 0.000156 0.257514\n", " 144 1396.98 1 0.000119 0.265145\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Parameters converged to within tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 61359.5\n", " 1 59166.2 0.0184 -6.06e+04 0.22592\n", " 2 47291.6 0.0853 -8.84e+04 0.22592\n", " 3 43393.7 0.0352 -6.81e+04 0.22592\n", " 4 40705.5 0.0284 -5.43e+04 0.22592\n", " 5 27112.7 0.106 -1.12e+05 0.22592\n", " 6 17161.5 0.166 4.18e+06 0.22592\n", " 7 11934.6 0.159 -1.81e+04 0.22592\n", " 8 3579.91 0.38 -6.23e+03 0.22592\n", " 9 2952.31 0.172 -17.3 0.22592\n", " 10 2220.32 0.264 -1.33e+03 0.22592\n", " 11 5069.13 0.669 3.4e+04 0.22592\n", " 12 2733.05 0.65 1.36e+04 0.45184\n", " 13 4853.41 0.911 2.34e+04 1.80736\n", " 14 1675.13 1 561 14.4589\n", " 15 1638.57 0.0716 -247 12.9614\n", " 16 1416.3 1 30 12.9614\n", " 17 1401.42 1 4.18 4.32048\n", " 18 1395.47 1 -1.15 2.46035\n", " 19 1393.09 1 -0.632 0.820118\n", " 20 1392.92 0.141 -0.59 0.292208\n", " 21 1391.99 1 -0.346 0.292208\n", " 22 1389.4 0.666 -1.82 0.0974027\n", " 23 1389.13 1 -0.00448 0.0974027\n", " 24 1389.02 1 -0.044 0.0866764\n", " 25 1411.35 0.969 850 0.0288921\n", " 26 1383.45 1 -0.147 0.0577843\n", " 27 1407.34 0.462 885 0.0326434\n", " 28 1406.21 0.904 463 0.0652868\n", " 29 1382.6 1 -0.0765 0.261147\n", " 30 1404.85 0.827 261 0.0870491\n", " 31 1382.66 1 2.59 0.174098\n", " 32 1380.11 1 -0.742 0.696392\n", " 33 1378.32 0.609 -1.02 0.442447\n", " 34 1376.91 1 -0.381 0.442447\n", " 35 1379.81 0.609 34.6 0.147482\n", " 36 1376.39 1 2.96 0.294965\n", " 37 1375.55 0.278 0.952 0.294968\n", " 38 1373.58 0.628 -0.884 0.294968\n", " 39 1373.2 1 -0.0372 0.294968\n", " 40 1373.12 1 0.0832 0.0983225\n", " 41 1372.9 1 0.116 0.09178\n", " 42 1372.48 1 -0.072 0.0846336\n", " 43 1372.22 1 -0.0596 0.0471755\n", " 44 1372.21 0.0289 -0.186 0.0157252\n", " 45 1666.18 0.804 4.32e+04 0.0157252\n", " 46 1372.15 1 -0.0276 0.0314503\n", " 47 1668.04 0.238 5.66e+04 0.0104834\n", " 48 1668.05 0.463 2.9e+04 0.0209669\n", " 49 1372.09 1 0.0686 0.0838676\n", " 50 1670.99 0.77 8.26e+03 0.0626464\n", " 51 1372.77 1 3.12 0.125293\n", " 52 1372 1 -0.0232 0.501171\n", " 53 1372.26 1 1.18 0.167057\n", " 54 1371.95 1 -0.0144 0.334114\n", " 55 1529.38 1 1.66e+03 0.111371\n", " 56 1372.18 1 0.929 0.222743\n", " 57 1371.91 1 -0.0163 0.890971\n", " 58 1371.95 1 0.302 0.29699\n", " 59 1371.86 1 -0.0157 0.593981\n", " 60 1374.98 1 10.8 0.197994\n", " 61 1371.85 1 0.121 0.395987\n", " 62 1371.77 1 0.0314 0.540973\n", " 63 1371.76 1 0.159 0.533932\n", " 64 1371.62 1 -0.0285 0.997701\n", " 65 1372.43 1 1.94 0.394956\n", " 66 1371.62 1 0.0491 0.789911\n", " 67 1371.56 1 -0.00848 1.05893\n", " 68 1371.56 1 0.0502 0.809376\n", " 69 1371.54 1 -0.00766 1.61875\n", " 70 1371.59 1 0.151 0.679476\n", " 71 1371.53 1 -0.00124 1.35895\n", " 72 1371.51 1 0.000459 1.22656\n", " 73 1371.5 1 0.000277 1.18334\n", " 74 1371.48 1 0.000729 1.14047\n", " 75 1371.47 1 0.000519 1.11072\n", " 76 1371.46 1 0.000432 1.07945\n", " 77 1371.45 1 0.000228 1.04915\n", " 78 1371.44 1 8.52e-05 1.01645\n", " 79 1371.43 0.7 -0.00279 0.982133\n", " 80 1371.43 1 0.000314 0.982133\n", " 81 1371.42 1 -0.000661 0.959169\n", " 82 1371.42 1 -9.8e-05 0.891511\n", " 83 1371.41 1 -0.000449 0.857636\n", " 84 1371.4 1 -0.000247 0.806675\n", " 85 1371.4 1 -0.000375 0.768911\n", " 86 1371.39 1 -0.000297 0.725188\n", " 87 1371.39 1 -0.000341 0.68749\n", " 88 1371.38 1 -0.000307 0.64843\n", " 89 1371.38 1 -0.000319 0.612744\n", " 90 1371.38 1 -0.000301 0.577565\n", " 91 1371.37 1 -0.0003 0.544734\n", " 92 1371.37 1 -0.000288 0.51312\n", " 93 1371.37 1 -0.000283 0.483404\n", " 94 1371.36 1 -0.000273 0.455118\n", " 95 1371.36 1 -0.000265 0.428477\n", " 96 1371.36 1 -0.000257 0.403265\n", " 97 1371.35 1 -0.000249 0.379515\n", " 98 1371.35 1 -0.000241 0.357103\n", " 99 1371.35 1 -0.000233 0.335997\n", " 100 1371.34 1 -0.000225 0.316106\n", " 101 1371.34 1 -0.000218 0.297376\n", " 102 1371.34 1 -0.000211 0.279734\n", " 103 1371.34 1 -0.000204 0.26312\n", " 104 1371.34 1 -0.000197 0.247469\n", " 105 1371.33 1 -0.000191 0.232725\n", " 106 1371.33 1 -0.000184 0.218831\n", " 107 1371.33 1 -0.000178 0.205734\n", " 108 1371.33 1 -0.000172 0.193387\n", " 109 1371.33 1 -0.000167 0.18174\n", " 110 1371.32 1 -0.000161 0.170753\n", " 111 1371.32 1 -0.000156 0.160383\n", " 112 1371.32 1 -0.000151 0.150593\n", " 113 1371.32 0.904 -0.000296 0.141348\n", " 114 1371.32 1 -0.000383 0.141348\n", " 115 1371.32 1 -0.000892 0.047116\n", " 116 1371.31 1 -0.00108 0.0267722\n", " 117 1371.31 1 -0.000989 0.019223\n", " 118 1371.31 1 -0.000778 0.0148591\n", " 119 1371.31 1 -0.000369 0.0121864\n", " 120 1371.31 1 0.000765 0.0115835\n", " 121 1371.31 0.598 0.00112 0.0128801\n", " 122 1371.31 1 0.00141 0.0128801\n", " 123 1371.31 1 0.00127 0.0257602\n", " 124 1371.31 1 0.000503 0.103041\n", " 125 1371.31 1 0.000265 0.129793\n", " 126 1371.31 1 0.0001 0.139546\n", " 127 1371.3 1 2.54e-05 0.141964\n", " 128 1371.3 1 -5.2e-06 0.141965\n", " 129 1371.3 1 -1.79e-05 0.13832\n", " 130 1371.3 1 -2.81e-05 0.109181\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Norm of gradient less than tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 22860.5\n", " 1 22858.7 4.28e-05 -2.13e+04 0.682784\n", " 2 22856.2 5.75e-05 -2.13e+04 0.682784\n", " 3 22851.1 0.00012 -2.14e+04 0.682784\n", " 4 22847.3 8.87e-05 -2.13e+04 0.682784\n", " 5 22827.4 0.000466 -2.14e+04 0.682784\n", " 6 22800.8 0.000623 -2.14e+04 0.682784\n", " 7 22752.9 0.00112 -2.15e+04 0.682784\n", " 8 22676.5 0.00179 -2.15e+04 0.682784\n", " 9 22375.6 0.00694 -2.22e+04 0.682784\n", " 10 21462.2 0.0205 -2.37e+04 0.682784\n", " 11 11057.6 0.181 -3.27e+04 0.682784\n", " 12 10236.2 0.0481 3.07e+06 0.682784\n", " 13 9751.04 0.0278 -9.12e+03 0.682784\n", " 14 9304.45 0.0273 -8.51e+03 0.682784\n", " 15 7801.99 0.0862 -1.01e+04 0.682784\n", " 16 5238.76 0.115 -1.95e+04 0.682784\n", " 17 4225.21 0.103 -6.82e+03 0.682784\n", " 18 3282.85 0.154 -3.01e+03 0.682784\n", " 19 6472.11 0.462 1.42e+05 0.682784\n", " 20 5994.67 0.487 1.22e+05 1.36557\n", " 21 5722.52 0.565 1.06e+05 5.46227\n", " 22 1963.94 0.792 1.35e+03 43.6981\n", " 23 1723.1 1 -29.7 43.6981\n", " 24 1685.57 1 -7.69 14.566\n", " 25 1672.45 0.722 -5.43 4.85535\n", " 26 1668.13 1 -1.05 4.85535\n", " 27 1662.66 1 -2.77 1.61845\n", " 28 1501.15 1 34.9 0.539483\n", " 29 1478.52 1 -2.67 0.206145\n", " 30 1473.21 1 -1.21 0.171493\n", " 31 1471.63 0.591 -1.02 0.122091\n", " 32 1470.21 0.554 -1.12 0.122091\n", " 33 1466.87 1 -1.56 0.122091\n", " 34 1454.1 0.597 -10.1 0.0563392\n", " 35 1450.64 0.0208 -82.6 0.0563392\n", " 36 1442.17 0.0424 -98.4 0.0563392\n", " 37 1440.73 0.00491 -147 0.0563392\n", " 38 1199.86 1 -89 0.0563392\n", " 39 1093.06 1 11.5 0.0187797\n", " 40 1097.46 1 59.7 0.01636\n", " 41 1073.59 1 0.576 0.0327199\n", " 42 1155.98 0.729 234 0.0136887\n", " 43 1092.25 1 36.5 0.0273774\n", " 44 1072.34 1 -0.107 0.10951\n", " 45 1074.79 1 4.49 0.0652735\n", " 46 1072.3 1 0.214 0.130547\n", " 47 1072.25 1 0.182 0.172938\n", " 48 1072.15 1 0.096 0.220211\n", " 49 1072.11 1 0.123 0.223677\n", " 50 1071.95 1 -0.0178 0.284956\n", " 51 1071.91 1 0.0246 0.249469\n", " 52 1071.83 1 -0.0129 0.249939\n", " 53 1071.77 1 -0.0125 0.229248\n", " 54 1071.72 1 -0.0143 0.207749\n", " 55 1071.68 1 -0.0127 0.175146\n", " 56 1071.65 1 -0.0113 0.147781\n", " 57 1071.62 1 -0.00935 0.121657\n", " 58 1071.6 1 -0.00759 0.0998348\n", " 59 1071.58 1 -0.00613 0.0810611\n", " 60 1071.57 1 -0.00503 0.0649728\n", " 61 1071.56 1 -0.00425 0.0511143\n", " 62 1071.55 1 -0.00374 0.039257\n", " 63 1071.55 0.051 -0.00492 0.0292811\n", " 64 1071.54 1 -0.00338 0.0292811\n", " 65 1071.53 1 -0.00328 0.0208775\n", " 66 1071.53 1 -0.00329 0.0144661\n", " 67 1071.52 1 -0.00337 0.00969652\n", " 68 1071.51 1 -0.00346 0.00632688\n", " 69 1071.5 1 -0.00336 0.00404103\n", " 70 1071.47 0.000805 -21.4 0.00208584\n", " 71 1059.44 0.413 -9.19 0.00208584\n", " 72 1053.68 1 -0.787 0.00208584\n", " 73 1052.8 1 -0.12 0.00117961\n", " 74 1052.75 1 -0.00765 0.000393202\n", " 75 1052.74 1 -0.00424 0.000131067\n", " 76 1052.74 5.05e-05 -11.5 0.00011699\n", " 77 1052.73 1 -0.0017 0.00011699\n", " 78 1052.73 1 -0.00151 6.87633e-05\n", " 79 1052.73 1 -0.00123 4.47709e-05\n", " 80 1052.73 1 -0.00104 2.8399e-05\n", " 81 1052.72 1 -0.000894 1.79685e-05\n", " 82 1052.72 1 -0.000767 1.13603e-05\n", " 83 1054.52 0.636 14.1 7.18137e-06\n", " 84 1052.72 6.89e-05 -0.707 1.43627e-05\n", " 85 1054.51 0.634 14.1 1.43627e-05\n", " 86 1054.51 0.634 14.2 2.87255e-05\n", " 87 996.773 1 -4.4 0.000114902\n", " 88 989.125 0.467 -3.78 3.92362e-05\n", " 89 984.641 1 -0.96 3.92362e-05\n", " 90 984.195 1 -0.115 1.30787e-05\n", " 91 1050.05 0.226 1.05e+06 4.35958e-06\n", " 92 1050.17 0.452 5.25e+05 8.71915e-06\n", " 93 984.132 1 -0.0177 3.48766e-05\n", " 94 1050.49 0.0535 1.99e+06 1.16255e-05\n", " 95 1050.53 0.106 1e+06 2.32511e-05\n", " 96 1050.74 0.422 2.53e+05 9.30043e-05\n", " 97 984.122 1 -0.00318 0.000744034\n", " 98 1051.16 0.391 1.93e+05 0.000248011\n", " 99 1051.2 0.782 9.67e+04 0.000496023\n", " 100 984.119 1 -0.00177 0.00198409\n", " 101 1051.24 0.329 1.56e+05 0.000661364\n", " 102 1051.27 0.656 7.84e+04 0.00132273\n", " 103 984.115 1 -0.00305 0.00529091\n", " 104 1051.28 0.363 8.79e+04 0.00176364\n", " 105 1051.28 0.723 4.41e+04 0.00352727\n", " 106 984.11 1 -0.00393 0.0141091\n", " 107 1051.24 0.636 3.28e+04 0.00470303\n", " 108 984.062 1 -0.0927 0.00940607\n", " 109 1050.98 0.116 3.83e+04 0.00313536\n", " 110 1050.96 0.212 2.09e+04 0.00627071\n", " 111 1050.83 0.789 5.63e+03 0.0250828\n", " 112 984.045 1 -0.00726 0.200663\n", " 113 983.968 1 -0.0615 0.0668876\n", " 114 1050.31 0.342 4.88e+03 0.0222959\n", " 115 1050.25 0.638 2.62e+03 0.0445917\n", " 116 983.879 1 -0.0547 0.178367\n", " 117 1050.01 0.616 1.66e+03 0.0594556\n", " 118 987.696 1 25.8 0.118911\n", " 119 983.821 1 -0.0311 0.475645\n", " 120 984.999 1 5.97 0.158548\n", " 121 983.734 1 -0.0174 0.317097\n", " 122 1050.46 0.78 700 0.105699\n", " 123 985.196 1 5.71 0.211398\n", " 124 983.663 1 -0.0291 0.845591\n", " 125 984.09 1 1.6 0.281864\n", " 126 983.602 1 -0.00248 0.563727\n", " 127 983.927 1 1.06 0.351079\n", " 128 983.54 1 -0.00626 0.702157\n", " 129 983.546 1 0.139 0.558299\n", " 130 983.49 1 -0.0167 1.1166\n", " 131 983.739 1 0.695 0.432471\n", " 132 983.464 1 0.00905 0.864943\n", " 133 983.438 1 0.0115 0.855225\n", " 134 983.416 1 0.00693 0.85462\n", " 135 983.398 1 0.000257 0.852058\n", " 136 983.39 1 -0.00109 0.810501\n", " 137 983.387 1 -0.000431 0.686157\n", " 138 983.387 1 -8.87e-05 0.556927\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Parameters converged to within tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 1.02217e+06\n", " 1 1.02214e+06 1.28e-05 -1e+06 16.6881\n", " 2 1.02211e+06 1.48e-05 -1e+06 16.6881\n", " 3 1.02208e+06 1.51e-05 -1e+06 16.6881\n", " 4 1.02173e+06 0.000176 -1.01e+06 16.6881\n", " 5 861885 0.0718 -1.18e+06 16.6881\n", " 6 759575 0.0556 -9.9e+05 16.6881\n", " 7 616148 0.0861 -9.21e+05 16.6881\n", " 8 615488 0.000552 -5.98e+05 16.6881\n", " 9 551220 0.0543 -5.85e+05 16.6881\n", " 10 550994 0.000211 -5.34e+05 16.6881\n", " 11 431587 0.112 -5.33e+05 16.6881\n", " 12 119610 0.389 -3.37e+05 16.6881\n", " 13 5965.61 0.635 2.25e+03 16.6881\n", " 14 3532.61 0.601 8.92e+03 16.6881\n", " 15 2099.67 0.622 -568 16.6881\n", " 16 2025.57 0.226 -147 16.6881\n", " 17 1877.29 1 -31.3 16.6881\n", " 18 1815.34 0.624 14 5.5627\n", " 19 1777.49 1 11.4 5.5627\n", " 20 1772 1 -0.946 2.52861\n", " 21 1770.5 1 -0.612 1.93256\n", " 22 1769.21 1 -0.622 1.34676\n", " 23 1765.8 1 -2.33 0.497389\n", " 24 1764.13 0.128 -7.78 0.165796\n", " 25 1759.36 0.226 -15.4 0.165796\n", " 26 1733.23 0.455 63 0.165796\n", " 27 1731.65 0.0779 -9.74 0.165796\n", " 28 1724.12 1 1.24 0.165796\n", " 29 1723.08 1 -0.143 0.0712941\n", " 30 1722.99 1 -0.0215 0.0237647\n", " 31 1722.97 1 -0.00428 0.00792157\n", " 32 1701.01 1 0.257 0.00264052\n", " 33 1700.46 1 -0.00757 0.000880175\n", " 34 1700.43 0.69 -0.0112 0.000293392\n", " 35 1700.42 1 -0.00233 0.000293392\n", " 36 1692.35 1 5.96 9.77972e-05\n", " 37 1688.52 1 -0.323 3.25991e-05\n", " 38 1688.4 1 -0.0239 1.08664e-05\n", " 39 1688.39 1 -0.00317 3.62212e-06\n", " 40 1688.38 1 -0.00062 1.20737e-06\n", " 41 1677.52 0.775 12.2 4.02458e-07\n", " 42 1676.33 1 10.8 4.02458e-07\n", " 43 1670.07 1 -0.0155 5.6005e-07\n", " 44 1669.83 0.261 177 2.23395e-07\n", " 45 1670.09 1 0.642 2.23395e-07\n", " 46 1676.91 1 7.61 4.46791e-07\n", " 47 1670.09 1 0.642 1.78716e-06\n", " 48 1676.87 1 7.56 1.42973e-05\n", " 49 1670.07 1 0.63 0.000114378\n", " 50 1674.73 1 5.31 0.000915028\n", " 51 1670.35 1 0.873 0.00732022\n", " 52 1669.28 1 -0.0962 0.0585618\n", " 53 1669.14 1 -0.0274 0.0264278\n", " 54 1669.09 1 -0.0132 0.00880928\n", " 55 1669.08 1 -0.00562 0.00724609\n", " 56 1661.96 0.0384 -71.6 0.00241536\n", " 57 1667.17 1 28.7 0.00241536\n", " 58 1664.87 1 26 0.00483073\n", " 59 1655.76 1 15.5 0.0193229\n", " 60 1635.84 1 -0.581 0.0331499\n", " 61 1631.01 0.861 -1.92 0.0314046\n", " 62 1612.77 1 -8.81 0.0314046\n", " 63 1283.25 1 -86.6 0.0107293\n", " 64 1250.16 1 12.2 0.00357643\n", " 65 1232.61 1 0.588 0.00355444\n", " 66 1232.24 1 -0.0631 0.00118481\n", " 67 1232.19 1 -0.0169 0.000394938\n", " 68 1232.18 0.463 -0.00855 0.000131646\n", " 69 1232.15 1 -0.00674 0.000131646\n", " 70 1232.15 1 -0.0012 0.000131\n", " 71 1231.53 0.00135 -229 4.36667e-05\n", " 72 1203.96 0.0627 -211 4.36667e-05\n", " 73 1138.86 0.183 -156 4.36667e-05\n", " 74 1071.5 0.397 -54.1 4.36667e-05\n", " 75 1058.2 0.173 -34.4 4.36667e-05\n", " 76 1040.01 1 19.8 4.36667e-05\n", " 77 1029.6 1 0.082 4.29255e-05\n", " 78 1029.19 1 -0.00258 1.91555e-05\n", " 79 1029.18 1 0.00354 6.38517e-06\n", " 80 1029.18 1 0.000743 2.12839e-06\n", " 81 1029.17 1 -0.00239 1.6724e-06\n", " 82 1029.16 1 -0.00136 1.64257e-06\n", " 83 1029.16 0.0104 -0.0042 5.47525e-07\n", " 84 1029.16 0.00251 -0.00407 5.47525e-07\n", " 85 1029.15 1 -0.0078 5.47525e-07\n", " 86 1029.12 1 -0.0126 1.82508e-07\n", " 87 1029.11 0.000801 -6.12 1.22563e-07\n", " 88 1029.11 0.0686 -0.0298 1.22563e-07\n", " 89 4321.25 0.571 2.2e+07 1.22563e-07\n", " 90 4321.58 0.432 2.91e+07 2.45126e-07\n", " 91 4321.04 0.665 1.89e+07 9.80506e-07\n", " 92 4321.75 0.355 3.53e+07 7.84405e-06\n", " 93 1028.87 1 -0.359 6.27524e-05\n", " 94 4316.82 0.043 9.58e+07 2.09175e-05\n", " 95 4316.78 0.0594 6.94e+07 4.18349e-05\n", " 96 4316.57 0.136 3.04e+07 0.00016734\n", " 97 4314.68 0.831 4.96e+06 0.00133872\n", " 98 1028.8 1 -0.0399 0.0107097\n", " 99 1027.61 1 -2.26 0.00356991\n", " 100 4295.28 0.0597 1.48e+07 0.00118997\n", " 101 4295.19 0.0663 1.33e+07 0.00237994\n", " 102 4294.56 0.11 8.03e+06 0.00951977\n", " 103 4288.79 0.512 1.72e+06 0.0761582\n", " 104 1027.03 1 -0.389 0.609265\n", " 105 4268.03 0.556 1.15e+06 0.203088\n", " 106 1030.3 1 608 0.406177\n", " 107 1026.32 1 -0.469 1.62471\n", " 108 4246.87 0.882 5.36e+05 0.541569\n", " 109 1022.56 1 -4.2 1.08314\n", " 110 4165.66 0.527 3.51e+05 0.361046\n", " 111 4155.26 0.776 2.37e+05 0.722092\n", " 112 1018.44 1 -3.13 2.88837\n", " 113 1013.09 0.716 9.17 0.962789\n", " 114 1011.01 1 -0.0164 0.962789\n", " 115 1010.94 1 0.000278 0.32093\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Parameters converged to within tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 111983\n", " 1 111073 0.00417 -1.09e+05 2.0224\n", " 2 111042 0.000143 -1.08e+05 2.0224\n", " 3 107633 0.0161 -1.04e+05 2.0224\n", " 4 107603 0.000142 -1.05e+05 2.0224\n", " 5 107588 7.18e-05 -1.05e+05 2.0224\n", " 6 99072.8 0.0455 -8.28e+04 2.0224\n", " 7 97577 0.00787 -9.37e+04 2.0224\n", " 8 80747.6 0.109 -5.91e+04 2.0224\n", " 9 75017 0.0327 -9.93e+04 2.0224\n", " 10 46869.6 0.117 -2.02e+05 2.0224\n", " 11 31594 0.123 -8.5e+04 2.0224\n", " 12 15244.9 0.239 -3.88e+04 2.0224\n", " 13 5666.93 0.416 8.18e+04 2.0224\n", " 14 2741.48 0.601 1.54e+04 2.0224\n", " 15 7850.49 1 3.26e+04 2.0224\n", " 16 2316.37 1 1.29e+03 4.0448\n", " 17 1897 0.309 -619 4.13514\n", " 18 1663 1 372 4.13514\n", " 19 1578.07 1 1.68 3.58779\n", " 20 1573.74 1 -1.08 1.19593\n", " 21 1558.05 1 -8.16 0.574542\n", " 22 1555.1 1 141 0.191514\n", " 23 1494.25 1 -7.43 0.328927\n", " 24 1490.36 1 -0.862 0.109642\n", " 25 1489.62 1 -0.112 0.0365474\n", " 26 1489.61 1 0.156 0.0121825\n", " 27 1489.81 1 0.683 0.020169\n", " 28 1489.73 1 0.532 0.0403379\n", " 29 1489.52 1 0.146 0.161352\n", " 30 1489.46 1 0.0422 0.16941\n", " 31 1489.45 1 0.0137 0.174187\n", " 32 1478.57 0.346 -14.1 0.178233\n", " 33 1433.37 1 -7.88 0.178233\n", " 34 1425.55 1 -2.22 0.0594109\n", " 35 1423.93 0.0646 -21.5 0.0198036\n", " 36 3462.15 0.225 5.65e+05 0.0198036\n", " 37 3471.34 0.228 5.54e+05 0.0396072\n", " 38 3478.28 0.433 2.91e+05 0.158429\n", " 39 1420.33 1 -2.33 1.26743\n", " 40 3543.94 0.86 7.68e+04 0.422477\n", " 41 1428.17 1 74.8 0.844954\n", " 42 1418.37 1 -1.1 3.37982\n", " 43 1416.8 1 5.39 1.12661\n", " 44 1423.89 1 21.7 1.07007\n", " 45 1414.46 1 2.3 2.14014\n", " 46 1414.03 0.714 2.85 1.8044\n", " 47 1413.42 1 -0.035 1.8044\n", " 48 1413.02 1 0.0476 0.601467\n", " 49 1412.71 1 -0.00879 0.404997\n", " 50 1412.47 1 -0.0228 0.380547\n", " 51 1412.27 1 -0.0485 0.349239\n", " 52 1412.13 1 -0.0439 0.330172\n", " 53 1412.03 1 -0.0322 0.293932\n", " 54 1411.96 1 -0.024 0.258783\n", " 55 1411.91 1 -0.0177 0.220165\n", " 56 1411.87 1 -0.0133 0.184606\n", " 57 1411.85 1 -0.0101 0.152166\n", " 58 1411.83 1 -0.00792 0.12392\n", " 59 1411.58 1 -0.0992 0.0994765\n", " 60 1411.47 0.0234 -2.24 0.0331588\n", " 61 1983.66 0.642 2.4e+04 0.0331588\n", " 62 2022.56 0.749 2.35e+04 0.0663176\n", " 63 1434.19 1 218 0.265271\n", " 64 1410.76 1 -0.379 2.12216\n", " 65 1409.59 1 0.27 0.707388\n", " 66 1408.64 1 1.33 0.235796\n", " 67 1411.27 1 8.19 0.235796\n", " 68 1406.95 1 0.907 0.471592\n", " 69 1408.06 1 5.48 0.473406\n", " 70 1404.4 1 -0.0377 0.946813\n", " 71 1402.91 1 0.00117 0.920591\n", " 72 1401.4 1 -0.468 0.905583\n", " 73 1399.79 1 -0.658 0.525454\n", " 74 1396.05 1 -1.54 0.309022\n", " 75 1391.87 0.334 -5.38 0.213963\n", " 76 1389.94 1 -0.472 0.213963\n", " 77 1389.81 0.0642 -0.972 0.207082\n", " 78 1388.71 0.752 -0.553 0.207082\n", " 79 1388.07 0.44 -0.651 0.207082\n", " 80 1386.74 1 -0.582 0.207082\n", " 81 1385.33 0.46 -1.45 0.117544\n", " 82 1384.05 0.262 -2.36 0.117544\n", " 83 1377.18 1 -3.33 0.117544\n", " 84 1375.96 0.0141 -43.4 0.0391813\n", " 85 1363.97 0.121 -49.2 0.0391813\n", " 86 1353.39 0.04 -131 0.0391813\n", " 87 1073.79 1 -90.7 0.0391813\n", " 88 1042.29 1 53.9 0.0130604\n", " 89 1042.99 0.0736 108 0.0135672\n", " 90 1045.91 0.142 141 0.0271345\n", " 91 1034.09 0.544 74.3 0.108538\n", " 92 1053.87 0.58 76.7 0.108538\n", " 93 1012.25 1 8.62 0.217076\n", " 94 999.489 1 15.1 0.217482\n", " 95 997.08 1 8.59 0.217621\n", " 96 986.618 1 -0.157 0.28901\n", " 97 983.922 1 -0.422 0.231392\n", " 98 984.127 1 0.827 0.103598\n", " 99 983.585 1 -0.0341 0.207197\n", " 100 983.668 1 0.221 0.133109\n", " 101 983.516 1 -0.00541 0.266218\n", " 102 983.485 1 -0.00729 0.227034\n", " 103 983.471 1 -0.00123 0.125996\n", " 104 983.504 1 0.0833 0.123468\n", " 105 983.464 1 0.00242 0.246936\n", " 106 983.455 1 -0.00276 0.246936\n", " 107 983.448 1 -0.00244 0.144457\n", " 108 983.446 1 0.00688 0.114287\n", " 109 983.468 1 0.05 0.158724\n", " 110 983.441 1 0.00111 0.317447\n", " 111 983.437 1 -0.000998 0.31662\n", " 112 983.432 1 -0.00197 0.10554\n", " 113 983.427 1 -0.00123 0.0495162\n", " 114 983.7 1 0.568 0.0449894\n", " 115 983.467 1 0.0827 0.0899789\n", " 116 983.426 1 0.00012 0.359916\n", " 117 983.425 1 -0.000268 0.359273\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Norm of gradient less than tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 25351.8\n", " 1 25350.7 2.5e-05 -2.22e+04 0.831165\n", " 2 17639.2 0.15 -3.08e+04 0.831165\n", " 3 17585.1 0.00182 -1.49e+04 0.831165\n", " 4 17542.5 0.00144 -1.48e+04 0.831165\n", " 5 10369.6 0.192 -2.54e+04 0.831165\n", " 6 7371.68 0.147 -1.29e+04 0.831165\n", " 7 5740.34 0.131 -6.78e+03 0.831165\n", " 8 3945.45 0.331 2.28e+03 0.831165\n", " 9 4299.48 0.624 1.55e+04 0.831165\n", " 10 4715 0.65 2.12e+04 1.66233\n", " 11 13268.4 0.81 1.77e+05 6.64932\n", " 12 3336.28 1 624 53.1946\n", " 13 3108.93 1 863 43.5691\n", " 14 2576.46 1 -88.8 44.6787\n", " 15 2465.31 1 -12.9 14.8929\n", " 16 2438.7 1 -11.1 4.9643\n", " 17 2433.86 0.573 137 1.65477\n", " 18 2389.25 0.438 -44.6 1.65477\n", " 19 2370.46 1 2.29 1.65477\n", " 20 2367.8 1 -0.579 0.551589\n", " 21 2366.24 0.232 -3.02 0.371834\n", " 22 2362.69 1 -1.24 0.371834\n", " 23 2368.54 0.529 95.8 0.123945\n", " 24 2340.49 0.136 -97.6 0.24789\n", " 25 2309.59 0.169 -104 0.24789\n", " 26 2081.89 0.369 -2.16e+03 0.24789\n", " 27 1854.53 0.708 612 0.24789\n", " 28 1945.24 0.129 8.6e+03 0.24789\n", " 29 1939.93 0.159 6.81e+03 0.495779\n", " 30 1912.01 0.329 3.34e+03 1.98312\n", " 31 1655.26 1 -51.9 15.8649\n", " 32 1760.81 0.584 1.21e+03 5.28831\n", " 33 1774.01 0.937 835 10.5766\n", " 34 1611.79 1 -18.8 42.3065\n", " 35 1615.68 1 156 14.1022\n", " 36 1541.73 1 56.9 28.2043\n", " 37 1486.63 1 -5.5 27.0685\n", " 38 1475.86 1 -2.71 9.02283\n", " 39 1469.07 1 -1.73 3.00761\n", " 40 1439.7 0.386 -43.3 1.00254\n", " 41 1438.35 0.0104 -65.3 1.00254\n", " 42 1435.62 1 14 1.00254\n", " 43 1433.98 0.054 -15.2 0.998471\n", " 44 1426.4 1 -0.0494 0.998471\n", " 45 1425.68 1 -0.0753 0.332824\n", " 46 1946.22 0.322 2.34e+04 0.110941\n", " 47 1950.16 0.623 1.21e+04 0.221882\n", " 48 1424.69 1 -0.271 0.88753\n", " 49 1979.18 0.47 1.06e+04 0.295843\n", " 50 1990.1 0.903 5.59e+03 0.591687\n", " 51 1423.34 1 -0.584 2.36675\n", " 52 2024.57 0.809 5.03e+03 0.788915\n", " 53 1435.02 1 44.1 1.57783\n", " 54 1422.2 1 -0.551 6.31132\n", " 55 1432.28 1 38.3 2.10377\n", " 56 1420.46 1 -0.197 4.20755\n", " 57 2121.23 0.897 3.58e+03 1.40252\n", " 58 1439.15 1 58.4 2.80503\n", " 59 1418.22 1 -0.958 11.2201\n", " 60 1423.71 1 23.2 3.74004\n", " 61 1415.63 1 -0.533 7.48009\n", " 62 1419.57 1 18.8 3.76408\n", " 63 1412.09 1 -0.967 7.52815\n", " 64 1408.96 1 1.94 4.86563\n", " 65 1403.89 1 0.472 4.86562\n", " 66 1398.32 1 -0.86 4.85189\n", " 67 1393.19 0.911 -1.62 4.66155\n", " 68 1390.57 1 -0.648 4.66155\n", " 69 1389.09 1 -0.457 3.7935\n", " 70 1388.12 1 -0.315 2.90486\n", " 71 1387.41 1 -0.252 2.33136\n", " 72 1386.84 1 -0.211 1.79012\n", " 73 1386.34 1 -0.196 1.37201\n", " 74 1385.84 1 -0.205 1.01034\n", " 75 1385.7 0.191 -0.337 0.706188\n", " 76 1385.34 1 -0.128 0.706188\n", " 77 1385.11 1 -0.0835 0.507379\n", " 78 1384.96 1 -0.0547 0.418283\n", " 79 1384.85 1 -0.0392 0.349992\n", " 80 1384.78 1 -0.0296 0.289358\n", " 81 1384.72 1 -0.023 0.23534\n", " 82 1384.67 1 -0.0173 0.189066\n", " 83 1384.64 1 -0.0133 0.14453\n", " 84 1384.62 1 -0.0103 0.106388\n", " 85 1384.6 1 -0.0101 0.0657943\n", " 86 1384.57 1 -0.0136 0.0348202\n", " 87 1384.49 1 -0.0482 0.013293\n", " 88 1384.13 0.393 0.815 0.004431\n", " 89 1384.82 0.0819 122 0.004431\n", " 90 1384.85 0.155 66.7 0.008862\n", " 91 4156.01 0.577 3.09e+05 0.035448\n", " 92 1383.51 1 -0.208 0.283584\n", " 93 1392.62 1 52.3 0.094528\n", " 94 1383.38 1 0.991 0.189056\n", " 95 1382.73 1 -0.172 0.201868\n", " 96 1382.15 0.5 0.162 0.0672895\n", " 97 1381.42 1 -0.0123 0.0672895\n", " 98 1381.4 1 0.00652 0.0224298\n", " 99 1381.4 1 0.011 0.0220116\n", " 100 1381.4 1 0.0227 0.0294907\n", " 101 1381.4 1 0.0154 0.0589813\n", " 102 1377.88 1 -1.2 0.113949\n", " 103 1376.16 1 -0.247 0.037983\n", " 104 1376.05 1 0.0749 0.012661\n", " 105 1376.16 1 0.238 0.0124335\n", " 106 1376.13 1 0.199 0.024867\n", " 107 1376.04 1 0.0786 0.0994681\n", " 108 1376.02 1 0.0475 0.150227\n", " 109 1376 1 0.016 0.170548\n", " 110 1376 1 0.00517 0.181138\n", " 111 1376 1 0.00137 0.187912\n", " 112 1376 1 0.000296 0.191231\n", " 113 1376 1 3.68e-06 0.191419\n", " 114 1376 1 -7.45e-05 0.18918\n", " 115 1376 1 -0.000123 0.140997\n", " 116 1376 1 -0.000365 0.0482477\n", " 117 1375.99 1 -0.000972 0.0160826\n", " 118 1375.99 1 -0.00211 0.00536086\n", " 119 1375.98 1 -0.00189 0.00315094\n", " 120 1375.98 1 -0.000217 0.00238391\n", " 121 1375.98 1 0.00507 0.00236053\n", " 122 1375.98 1 0.00546 0.00472107\n", " 123 1375.98 1 0.00485 0.0188843\n", " 124 1375.98 1 0.00112 0.151074\n", " 125 1375.98 1 0.00043 0.165604\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Parameters converged to within tolerance. \n", "Warning: LSQLIN did not converge. Infeasible network contraints.\n", "> In mylsqlin\n", "In multistart\n", "In multistart\n", "In estimate\n", "In inca_script (line 160)\n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 594030\n", " 1 709625 0.00159 -6.15e+05 3.7486e+06\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Parameters converged to within tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 335014\n", " 1 332832 0.00333 -3.27e+05 16.0286\n", " 2 332759 0.000112 -3.27e+05 16.0286\n", " 3 332472 0.000439 -3.26e+05 16.0286\n", " 4 332240 0.000355 -3.26e+05 16.0286\n", " 5 331997 0.000373 -3.26e+05 16.0286\n", " 6 331274 0.00111 -3.25e+05 16.0286\n", " 7 331217 8.8e-05 -3.25e+05 16.0286\n", " 8 330564 0.001 -3.25e+05 16.0286\n", " 9 325150 0.00841 -3.19e+05 16.0286\n", " 10 204271 0.22 -2.47e+05 16.0286\n", " 11 169914 0.0937 -1.71e+05 16.0286\n", " 12 115101 0.183 -1.38e+05 16.0286\n", " 13 40310 0.302 -1.37e+05 16.0286\n", " 14 26894.6 0.171 -4.18e+04 16.0286\n", " 15 13539.5 0.255 -2.82e+04 16.0286\n", " 16 3138.58 0.674 1.49e+04 16.0286\n", " 17 2604.62 1 4.91e+03 16.0286\n", " 18 2450.96 1 3.61e+03 16.699\n", " 19 1480.04 1 -28.1 23.4731\n", " 20 1405.29 1 -13.4 10.2815\n", " 21 1393.21 0.371 -16.7 3.42718\n", " 22 2039.28 0.904 1.61e+04 3.42718\n", " 23 1387.33 1 45.4 6.85436\n", " 24 1381.26 0.492 -4.38 6.4865\n", " 25 1378.25 1 -0.52 6.4865\n", " 26 1377.5 1 -0.281 2.16217\n", " 27 1376.56 1 -0.401 0.720722\n", " 28 1375.78 1 -0.324 0.428194\n", " 29 1375.06 1 -0.296 0.323129\n", " 30 1374.28 1 -0.329 0.2422\n", " 31 1374.26 0.0165 -0.62 0.175934\n", " 32 1373.42 1 -0.363 0.175934\n", " 33 1372.89 0.357 -0.701 0.121539\n", " 34 1371.22 1 -0.778 0.121539\n", " 35 1363.86 1 -3.6 0.0585602\n", " 36 1302.8 0.414 -70.6 0.0195201\n", " 37 1267.14 0.0612 -283 0.0195201\n", " 38 975.059 1 -11.6 0.0195201\n", " 39 988.399 1 16.5 0.00650669\n", " 40 979.76 1 6.32 0.0130134\n", " 41 974.531 1 0.328 0.0520535\n", " 42 974.089 1 -0.034 0.0542122\n", " 43 974.052 1 -0.0126 0.0180707\n", " 44 974.04 1 -0.00489 0.0168048\n", " 45 974.03 1 -0.00437 0.0101944\n", " 46 974.021 1 -0.00369 0.0065016\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Norm of gradient less than tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 358338\n", " 1 358236 0.000146 -3.51e+05 0.308288\n", " 2 357996 0.000342 -3.51e+05 0.308288\n", " 3 357969 3.77e-05 -3.51e+05 0.308288\n", " 4 357895 0.000106 -3.51e+05 0.308288\n", " 5 357816 0.000112 -3.51e+05 0.308288\n", " 6 357576 0.000342 -3.51e+05 0.308288\n", " 7 356995 0.000828 -3.51e+05 0.308288\n", " 8 155123 0.212 -6.3e+05 0.308288\n", " 9 138313 0.054 -1.54e+05 0.308288\n", " 10 135679 0.00896 -1.63e+05 0.308288\n", " 11 127368 0.0319 -1.29e+05 0.308288\n", " 12 119027 0.0368 -1.05e+05 0.308288\n", " 13 107196 0.0546 -1.04e+05 0.308288\n", " 14 102771 0.0382 1.67e+07 0.308288\n", " 15 94267.1 0.0371 -1.35e+05 0.308288\n", " 16 68128.8 0.0982 -1.7e+05 0.308288\n", " 17 61000.7 0.0506 -7.65e+04 0.308288\n", " 18 50573 0.0885 -6.19e+04 0.308288\n", " 19 18365.3 0.3 -5.79e+04 0.308288\n", " 20 5024.17 0.431 -6.02e+03 0.308288\n", " 21 4639.92 0.768 1.67e+03 0.308288\n", " 22 4629.27 0.017 -315 0.308288\n", " 23 4454.23 0.444 1.83e+03 0.308288\n", " 24 4357.06 1 -2.88 0.308288\n", " 25 4212.93 0.25 77.8 0.102763\n", " 26 3729.96 0.741 394 0.102763\n", " 27 2268.94 1 -127 0.102763\n", " 28 2010.93 0.676 4.51e+03 0.0718299\n", " 29 1902.21 1 26.9 0.0718299\n", " 30 1794.86 0.337 -128 0.0323541\n", " 31 1789.69 1 -0.3 0.0323541\n", " 32 1774.64 1 -2.42 0.0107847\n", " 33 1842.6 1 69.8 0.0035949\n", " 34 1762.73 0.141 -7.9 0.0071898\n", " 35 1773.29 1 11 0.0071898\n", " 36 1798.83 0.905 255 0.0143796\n", " 37 1796.18 0.881 267 0.0575184\n", " 38 1794.51 0.908 261 0.460147\n", " 39 1717.29 1 101 3.68118\n", " 40 1628.94 1 -12.9 4.19485\n", " 41 1616.13 0.521 -8.69 3.05733\n", " 42 1606.22 1 -2.87 3.05733\n", " 43 1601.78 1 -1.39 1.85667\n", " 44 1599.86 1 -0.623 1.52385\n", " 45 1599.09 1 -0.248 1.24398\n", " 46 1598.81 1 -0.0919 1.01128\n", " 47 1598.68 1 -0.0527 0.784252\n", " 48 1598.59 0.0293 -1.4 0.497249\n", " 49 1598.46 1 -0.0617 0.497249\n", " 50 1598.19 1 -0.166 0.226352\n", " 51 1597.77 0.00855 -24.6 0.0754508\n", " 52 1542.7 0.622 1.98e+03 0.0754508\n", " 53 1505.56 1 0.276 0.0754508\n", " 54 1498.09 1 -1.25 0.0494925\n", " 55 1484.89 0.172 -22.4 0.039131\n", " 56 1472.87 0.799 19.4 0.039131\n", " 57 2190 0.257 2.95e+04 0.039131\n", " 58 2183.49 0.27 3.2e+04 0.078262\n", " 59 2143.74 0.497 1.93e+04 0.313048\n", " 60 1443.31 1 -2.58 2.50438\n", " 61 2017.27 0.799 7.75e+03 0.834794\n", " 62 1448.05 1 37 1.66959\n", " 63 1441.38 1 -0.821 6.67835\n", " 64 1441.29 1 14.4 2.22612\n", " 65 1433.77 0.273 -12 4.18474\n", " 66 1425.61 1 1.21 4.18474\n", " 67 1424.85 1 -0.0481 1.89735\n", " 68 1421.12 0.315 -5.37 1.0891\n", " 69 1416.62 0.631 -3.47 1.0891\n", " 70 1410.83 0.868 -2.71 1.0891\n", " 71 1409.66 1 0.14 1.0891\n", " 72 1416.13 0.966 29.9 1.08331\n", " 73 1407.56 1 1.43 2.16662\n", " 74 1405.66 1 0.617 1.95143\n", " 75 1404.91 0.221 -1.4 1.88026\n", " 76 1402.95 1 -0.235 1.88026\n", " 77 1413.82 1 44 0.671101\n", " 78 1401.46 1 0.141 1.3422\n", " 79 1400.19 1 0.0706 1.24819\n", " 80 1395.67 0.765 0.101 1.15315\n", " 81 1394.19 1 0.999 1.15315\n", " 82 1393.34 1 0.557 1.15307\n", " 83 1392.58 1 0.166 1.15396\n", " 84 1391.98 1 -0.0521 1.15206\n", " 85 1391.54 1 -0.133 1.08059\n", " 86 1391.13 1 -0.159 0.660187\n", " 87 1390.53 1 -0.261 0.446373\n", " 88 1390.45 0.0131 -3.31 0.237363\n", " 89 1445.47 1 83.9 0.237363\n", " 90 1408.43 1 30.7 0.474726\n", " 91 1389.92 1 0.939 1.89891\n", " 92 1388.81 1 -0.107 1.93387\n", " 93 1387.83 1 -0.191 1.89891\n", " 94 1386.96 1 -0.231 1.79949\n", " 95 1386.17 1 -0.25 1.62228\n", " 96 1385.42 1 -0.264 1.389\n", " 97 1384.67 1 -0.281 1.13713\n", " 98 1383.9 1 -0.305 0.899945\n", " 99 1383.08 0.947 -0.361 0.689209\n", " 100 1382.25 1 -0.37 0.689209\n", " 101 1380.61 1 -0.756 0.358149\n", " 102 1375.65 1 -2.41 0.181085\n", " 103 1328.59 1 -22.8 0.0603615\n", " 104 1327.64 0.00161 -296 0.0201205\n", " 105 1273.15 0.0957 -272 0.0201205\n", " 106 1001.25 0.8 -64.1 0.0201205\n", " 107 985.946 1 0.659 0.0201205\n", " 108 1448.58 1 2.16e+03 0.0158486\n", " 109 1001.08 1 44.7 0.0316973\n", " 110 985.147 1 0.34 0.126789\n", " 111 989.467 0.951 7.55 0.0930196\n", " 112 985.487 1 0.68 0.186039\n", " 113 984.99 1 -0.0249 0.744157\n", " 114 984.983 1 0.0154 0.248052\n", " 115 984.963 1 -0.00357 0.270957\n", " 116 984.947 0.0324 -0.249 0.0903191\n", " 117 984.916 0.062 -0.248 0.0903191\n", " 118 984.431 1 -0.238 0.0903191\n", " 119 981.164 1 -1.47 0.0301064\n", " 120 976.887 0.393 -4.35 0.0100355\n", " 121 975.913 0.802 3.74 0.0100355\n", " 122 1422.44 0.558 1.37e+03 0.0100355\n", " 123 1422.83 0.836 916 0.0200709\n", " 124 993.232 1 28.4 0.0802836\n", " 125 974.099 1 -0.194 0.642269\n", " 126 974.078 1 0.0277 0.21409\n", " 127 974.044 1 -0.000474 0.216477\n", " 128 974.053 1 0.0194 0.157019\n", " 129 974.042 1 0.000682 0.314039\n", " 130 974.041 1 -0.000103 0.313644\n", " 131 974.04 1 -0.000227 0.104548\n", " 132 974.04 1 0.000316 0.0447272\n", " 133 974.17 1 0.236 0.0449649\n", " 134 974.053 1 0.024 0.0899299\n", " 135 974.039 1 -4.43e-05 0.359719\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Parameters converged to within tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 631560\n", " 1 631297 0.00021 -6.25e+05 8.88305\n", " 2 631271 2.04e-05 -6.25e+05 8.88305\n", " 3 631131 0.000113 -6.24e+05 8.88305\n", " 4 630844 0.000229 -6.24e+05 8.88305\n", " 5 367321 0.237 -4.87e+05 8.88305\n", " 6 363252 0.00564 -3.6e+05 8.88305\n", " 7 315166 0.0698 -3.3e+05 8.88305\n", " 8 315061 0.000168 -3.1e+05 8.88305\n", " 9 123246 0.404 -1.65e+05 8.88305\n", " 10 11439.9 0.708 -3.24e+04 8.88305\n", " 11 4111.95 0.86 5.24e+03 8.88305\n", " 12 2736.89 0.362 -1.44e+03 8.88305\n", " 13 2603.61 0.0716 -877 8.88305\n", " 14 2192.69 0.307 -511 8.88305\n", " 15 1796.87 0.851 -89 8.88305\n", " 16 1794.8 0.0274 -37.1 8.88305\n", " 17 1756.63 1 -6.99 8.88305\n", " 18 1750.15 0.823 -2.5 2.96102\n", " 19 1745.9 1 -1.69 2.96102\n", " 20 1691.62 0.987 28 0.987006\n", " 21 1664.73 0.342 -29.6 0.987006\n", " 22 1609.31 1 -21.6 0.987006\n", " 23 1574.74 0.151 -110 0.508591\n", " 24 1341.89 1 -72.8 0.508591\n", " 25 1294.66 0.482 -33.4 0.16953\n", " 26 1275.73 1 -0.383 0.16953\n", " 27 1275.22 1 -0.0913 0.0565101\n", " 28 1262.44 0.157 -19.8 0.0188367\n", " 29 1261.55 0.0711 -5.86 0.0188367\n", " 30 1261.4 0.0131 -5.64 0.0188367\n", " 31 1259.22 0.239 -3.6 0.0188367\n", " 32 1256.54 1 0.376 0.0188367\n", " 33 1255.57 1 -0.116 0.0153304\n", " 34 1255.52 1 -0.00954 0.00511015\n", " 35 9388.03 0.293 7.34e+05 0.00170338\n", " 36 9388.44 0.376 5.73e+05 0.00340677\n", " 37 9390.85 0.876 2.46e+05 0.0136271\n", " 38 1255.1 1 0.174 0.109016\n", " 39 1255.21 1 2.7 0.129437\n", " 40 1254.55 1 0.589 0.258874\n", " 41 1251.76 1 -1.14 0.258455\n", " 42 1249.03 0.178 0.315 0.0861517\n", " 43 1254.73 0.119 130 0.0861517\n", " 44 1255.17 0.226 79.4 0.172303\n", " 45 1277.4 1 112 0.689214\n", " 46 1245.31 1 -1.17 5.51371\n", " 47 1242.36 1 3.28 1.8379\n", " 48 1238.97 1 0.892 1.83613\n", " 49 1236.39 1 -0.384 1.83519\n", " 50 1235.04 1 -0.35 1.78565\n", " 51 1234.5 1 -0.172 1.49248\n", " 52 1234.18 1 -0.113 1.29493\n", " 53 1233.97 1 -0.0854 1.06847\n", " 54 1233.78 1 -0.0738 0.839867\n", " 55 1233.61 1 -0.0718 0.620449\n", " 56 1233.41 1 -0.0926 0.426334\n", " 57 1232.92 1 -0.229 0.243739\n", " 58 1229.39 1 -1.6 0.0829713\n", " 59 1220.73 1 0.983 0.0276571\n", " 60 1225.24 0.357 18.7 0.00921904\n", " 61 1225.74 0.417 17.6 0.0184381\n", " 62 1230.62 0.821 16.5 0.0737523\n", " 63 1028.74 1 -32.9 0.590018\n", " 64 1013.22 0.818 -4.31 0.196673\n", " 65 1012.94 0.0678 -2.01 0.196673\n", " 66 1010.75 1 -0.418 0.196673\n", " 67 1010.57 1 -0.0362 0.0655576\n", " 68 1006.79 0.0663 -40.8 0.0218525\n", " 69 1006.5 0.00727 -20.9 0.0218525\n", " 70 1012.4 0.454 266 0.0218525\n", " 71 1168.02 0.466 1.47e+03 0.0437051\n", " 72 1054.81 0.48 697 0.17482\n", " 73 1621.87 0.66 1.61e+04 1.39856\n", " 74 1456.72 1 6.19e+03 11.1885\n", " 75 999.909 1 7.62 89.508\n", " 76 997.574 1 -0.385 29.836\n", " 77 996.565 1 -0.394 9.94533\n", " 78 995.77 1 0.0562 3.31511\n", " 79 995.141 1 -0.189 2.28472\n", " 80 994.712 1 -0.149 0.761573\n", " 81 994.45 1 -0.108 0.610623\n", " 82 994.065 1 -0.135 0.368021\n", " 83 993.665 1 -0.127 0.329723\n", " 84 993.395 1 0.058 0.319089\n", " 85 993.441 1 0.537 0.318276\n", " 86 993.223 1 -0.0477 0.636552\n", " 87 993.197 1 0.162 0.432763\n", " 88 993.053 1 -0.00993 0.575782\n", " 89 993.01 1 0.0517 0.517933\n", " 90 992.944 1 0.0184 0.525169\n", " 91 992.893 1 0.00899 0.524049\n", " 92 992.852 1 0.00204 0.520191\n", " 93 992.82 1 -0.000583 0.50827\n", " 94 992.796 1 -0.00188 0.489513\n", " 95 992.775 1 -0.0023 0.463328\n", " 96 992.759 1 -0.00245 0.432267\n", " 97 992.744 1 -0.00242 0.39777\n", " 98 992.731 1 -0.00234 0.362342\n", " 99 992.719 1 -0.00223 0.327256\n", " 100 992.709 1 -0.00211 0.29379\n", " 101 992.699 1 -0.00199 0.262393\n", " 102 992.69 1 -0.00187 0.233435\n", " 103 992.682 1 -0.00176 0.206903\n", " 104 992.675 1 -0.00165 0.182767\n", " 105 992.668 1 -0.00155 0.160851\n", " 106 992.662 1 -0.00146 0.140995\n", " 107 992.657 1 -0.00138 0.122996\n", " 108 992.651 1 -0.00131 0.10668\n", " 109 992.647 1 -0.00121 0.0918453\n", " 110 992.643 1 -0.000954 0.0784566\n", " 111 992.64 1 -0.00087 0.0668221\n", " 112 992.637 1 -0.000808 0.0554361\n", " 113 992.634 1 -0.000808 0.0450854\n", " 114 992.631 1 -0.000819 0.0351474\n", " 115 992.629 1 -0.000883 0.0263472\n", " 116 992.626 1 -0.000896 0.0184234\n", " 117 992.623 1 -0.00103 0.0132437\n", " 118 992.621 0.705 -0.00135 0.00876164\n", " 119 992.619 1 -0.00109 0.00876164\n", " 120 992.611 1 -0.00371 0.00292055\n", " 121 992.543 1 -0.0335 0.000973515\n", " 122 983.222 1 -4.81 0.000324505\n", " 123 977.997 0.0181 -148 0.000108168\n", " 124 976.262 0.00602 -145 0.000108168\n", " 125 974.243 0.605 -1.26 0.000108168\n", " 126 973.985 1 -0.00716 0.000108168\n", " 127 973.977 1 1.18e-05 3.60561e-05\n", " 128 973.975 1 -0.000257 1.93588e-05\n", " 129 973.974 1 -0.000233 1.63796e-05\n", " 130 973.974 1 -0.000261 1.21246e-05\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Norm of gradient less than tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 631840\n", " 1 631674 0.000134 -6.21e+05 6.18781\n", " 2 631656 1.39e-05 -6.21e+05 6.18781\n", " 3 631605 4.16e-05 -6.21e+05 6.18781\n", " 4 631420 0.000149 -6.21e+05 6.18781\n", " 5 631254 0.000134 -6.21e+05 6.18781\n", " 6 630537 0.000577 -6.22e+05 6.18781\n", " 7 630192 0.000279 -6.2e+05 6.18781\n", " 8 452791 0.109 -1.02e+06 6.18781\n", " 9 261805 0.145 -9.05e+05 6.18781\n", " 10 243938 0.0325 -2.98e+05 6.18781\n", " 11 220019 0.0451 -2.97e+05 6.18781\n", " 12 83196 0.248 -3.45e+05 6.18781\n", " 13 36317.2 0.272 -9.01e+04 6.18781\n", " 14 6182.48 0.498 -1.51e+04 6.18781\n", " 15 3408.2 0.751 2.63e+03 6.18781\n", " 16 2916.46 0.726 1.24e+03 6.18781\n", " 17 3019.48 1 2.47e+03 6.18781\n", " 18 2549.94 1 15.4 12.3756\n", " 19 2510.19 0.923 -10.4 4.12521\n", " 20 2501.21 1 -2.82 4.12521\n", " 21 2496.6 1 -1.72 3.60022\n", " 22 2493.26 1 -1.34 2.85961\n", " 23 2464.6 0.725 38.6 2.11932\n", " 24 2438.37 1 -4.28 2.11932\n", " 25 2433.91 1 -0.962 1.13977\n", " 26 2432.28 0.885 -0.569 0.44317\n", " 27 2431.57 1 -0.227 0.44317\n", " 28 2431.18 1 -0.0199 0.393579\n", " 29 2431.01 0.583 0.0528 0.374984\n", " 30 2430.69 1 -0.0762 0.374984\n", " 31 2430.22 1 0.611 0.164786\n", " 32 2429.75 1 0.33 0.167149\n", " 33 2429.83 1 0.935 0.167519\n", " 34 2429.65 1 0.575 0.335038\n", " 35 2429.46 1 0.3 0.463688\n", " 36 2429.32 1 0.148 0.530082\n", " 37 2429.23 1 0.0415 0.541254\n", " 38 2429.16 1 0.00305 0.542946\n", " 39 2429.1 1 -0.0156 0.536074\n", " 40 2429.03 1 -0.0274 0.46488\n", " 41 2428.88 1 -0.0661 0.212043\n", " 42 2428.46 1 -0.178 0.0851258\n", " 43 2590.52 0.416 5.87e+03 0.0306839\n", " 44 2592.68 0.819 2.97e+03 0.0613677\n", " 45 2428.05 1 -0.201 0.245471\n", " 46 2612.7 0.599 3.17e+03 0.0818236\n", " 47 2441.58 1 73.3 0.163647\n", " 48 2427.52 1 -0.285 0.654589\n", " 49 2482.03 1 274 0.218196\n", " 50 2426.56 1 0.782 0.436393\n", " 51 2462.3 1 64.5 0.392715\n", " 52 2430.4 1 8.68 0.78543\n", " 53 2425.42 1 -0.146 3.14172\n", " 54 2424.64 1 -0.217 2.1185\n", " 55 2423.86 1 -0.144 1.64616\n", " 56 2423.07 1 -0.192 1.46332\n", " 57 2422.34 0.914 -0.292 1.21893\n", " 58 2421.99 1 -0.129 1.21893\n", " 59 2421.92 0.169 -0.216 0.544637\n", " 60 2421.56 1 -0.149 0.544637\n", " 61 2421.03 1 -0.232 0.241101\n", " 62 2420.23 1 -0.339 0.12223\n", " 63 2420.01 0.126 -0.829 0.0717552\n", " 64 2418.44 1 -0.708 0.0717552\n", " 65 2410.67 1 -3.74 0.0269969\n", " 66 2407.77 0.0137 -106 0.0107462\n", " 67 2405.11 0.00897 -149 0.0107462\n", " 68 2403.82 0.00365 -176 0.0107462\n", " 69 2290.03 0.324 -161 0.0107462\n", " 70 2024.75 1 -4.27 0.0107462\n", " 71 2133.44 1 95.7 0.00358208\n", " 72 2031.88 1 7.78 0.00716415\n", " 73 2019.17 1 -0.921 0.0286566\n", " 74 2018.61 1 -0.0891 0.0250313\n", " 75 2018.46 1 -0.0245 0.0094412\n", " 76 2018.42 1 -0.0117 0.009555\n", " 77 2018.4 1 -0.00653 0.00532068\n", " 78 2018.4 1 -0.00353 0.00399891\n", " 79 2018.39 1 -0.00112 0.00175135\n", " 80 2018.37 1 -0.00276 0.00139893\n", " 81 2018.36 1 -0.00126 0.00140926\n", " 82 2018.36 0.503 -0.000593 0.000697344\n", " 83 2018.35 0.718 -0.00658 0.000697344\n", " 84 2018.35 1 -0.000765 0.000697344\n", " 85 2018.35 1 -0.0011 0.000485581\n", " 86 2018.34 1 -0.000814 0.000285172\n", " 87 2018.34 1 -0.00109 0.000190467\n", " 88 2018.34 1 0.0016 0.000172334\n", " 89 2018.34 0.398 -0.00227 0.000344669\n", " 90 2018.34 1 -0.000289 0.000344669\n", " 91 2018.33 0.0599 -0.0225 0.00011489\n", " 92 2018.33 1 -0.000202 0.00011489\n", " 93 2018.33 1 -0.000557 5.25915e-05\n", " 94 2018.33 1 -0.000503 2.40698e-05\n", " 95 2018.33 1 1.09e-05 8.02327e-06\n", " 96 2018.33 0.371 -0.000143 8.46151e-06\n", " 97 2018.33 1 -0.0005 8.46151e-06\n", " 98 2018.33 1 -0.000217 4.42065e-06\n", " 99 2018.33 1 -0.000819 4.20677e-06\n", " 100 2018.33 1 -0.000467 1.40226e-06\n", " 101 2100.09 0.634 8.32e+05 4.67419e-07\n", " 102 2018.33 0.0137 -0.0247 9.34838e-07\n", " 103 2018.33 1 -8.57e-05 9.34838e-07\n", " 104 2018.33 0.0735 -9.61e-05 9.2571e-07\n", " 105 2018.32 1 -0.000641 9.2571e-07\n", " 106 2018.32 1 4.34e-05 3.0857e-07\n", " 107 2018.32 1 -0.000115 3.10057e-07\n", " 108 2018.32 1 -4.59e-05 3.13309e-07\n", " 109 2018.32 1 -0.00014 1.04436e-07\n", " 110 2018.32 0.734 0.00011 3.48121e-08\n", " 111 2018.32 1 0.00023 3.48121e-08\n", " 112 2018.32 1 0.00015 6.96241e-08\n", " 113 2018.34 1 0.306 2.78496e-07\n", " 114 2018.32 1 -3.68e-05 2.22797e-06\n", " 115 2018.32 1 9.34e-05 8.65871e-07\n", " 116 2018.32 1 0.00113 8.81553e-07\n", " 117 2019.51 1 7.25 1.76311e-06\n", " 118 2018.79 1 5.59 7.05242e-06\n", " 119 2016.78 1 0.659 5.64194e-05\n", " 120 2015.9 1 0.109 5.612e-05\n", " 121 2015.9 0.00164 -1.67 2.33678e-05\n", " 122 2057.67 1 149 2.33678e-05\n", " 123 2050.48 1 123 4.67355e-05\n", " 124 2027.86 1 46.3 0.000186942\n", " 125 2014.22 1 -0.377 0.00149554\n", " 126 2091.71 0.431 692 0.000498512\n", " 127 2091.53 0.433 688 0.000997024\n", " 128 2090.45 0.446 663 0.0039881\n", " 129 2080.51 0.568 481 0.0319048\n", " 130 1995.29 1 -11 0.255238\n", " 131 1951.53 0.107 -283 0.0850794\n", " 132 1939.46 0.151 -39.5 0.0850794\n", " 133 1895.52 0.575 -43 0.0850794\n", " 134 1644.98 1 -272 0.0850794\n", " 135 1703.57 0.187 5.17e+03 0.0283598\n", " 136 1694.59 0.204 4.74e+03 0.0567196\n", " 137 1642.75 0.303 3.15e+03 0.226878\n", " 138 1304.85 1 44.5 0.226878\n", " 139 1276.67 1 -0.0221 0.0756262\n", " 140 1270.83 0.792 -1.23 0.0680887\n", " 141 1268.55 1 -0.376 0.0680887\n", " 142 1267.79 1 -0.159 0.062725\n", " 143 1267.59 1 -0.0467 0.0501443\n", " 144 1267.54 1 -0.0125 0.0353719\n", " 145 1267.53 1 -0.00464 0.0293259\n", " 146 1267.52 1 -0.0023 0.0249134\n", " 147 1267.52 1 -0.0015 0.0214674\n", " 148 1267.16 1 -0.335 0.0175925\n", " 149 1287.1 0.756 3.63e+03 0.00586416\n", " 150 1287.14 0.761 3.6e+03 0.0117283\n", " 151 1287.15 0.768 3.57e+03 0.0469132\n", " 152 1287.14 0.804 3.41e+03 0.375306\n", " 153 1247.46 1 -62.8 3.00245\n", " 154 1259.2 0.426 380 1.00082\n", " 155 1259.12 0.427 376 2.00163\n", " 156 1258.84 0.434 363 8.00653\n", " 157 1258.41 0.449 342 64.0522\n", " 158 1258.11 0.483 313 512.418\n", " 159 1259.06 0.651 234 4099.34\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Parameters converged to within tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 32002.6\n", " 1 32001.2 2.18e-05 -3.06e+04 0.693302\n", " 2 26686.8 0.0945 -2.68e+04 0.693302\n", " 3 7012.48 0.53 -1.27e+04 0.693302\n", " 4 6561.71 0.0432 -4.97e+03 0.693302\n", " 5 6131.83 0.0446 -4.7e+03 0.693302\n", " 6 4380.24 0.2 -4.27e+03 0.693302\n", " 7 3393.23 0.197 -2.32e+03 0.693302\n", " 8 3139.71 0.0718 -1.67e+03 0.693302\n", " 9 2105.13 0.367 -1.07e+03 0.693302\n", " 10 1704.73 0.78 334 0.693302\n", " 11 1511.73 0.906 -25 0.693302\n", " 12 1479.57 1 -2.14 0.693302\n", " 13 1477.08 1 -0.919 0.231101\n", " 14 1470.2 1 -2.85 0.177209\n", " 15 1469.88 0.00578 -28.2 0.0650087\n", " 16 1468.21 0.0301 -27.3 0.0650087\n", " 17 1466.39 0.028 -32.4 0.0650087\n", " 18 1391.71 1 -35.2 0.0650087\n", " 19 1081.8 1 -20.8 0.0216696\n", " 20 1081.1 0.0399 -7.94 0.00722319\n", " 21 1078.16 1 0.0134 0.00722319\n", " 22 1076.45 1 -0.534 0.00722385\n", " 23 1074.72 0.0886 -9.38 0.00240795\n", " 24 1073.94 1 -0.205 0.00240795\n", " 25 1042.48 0.246 -50.7 0.00080265\n", " 26 1014.02 0.418 -14.3 0.00080265\n", " 27 1007.67 1 -0.0952 0.00080265\n", " 28 1007.43 1 -0.0138 0.00026755\n", " 29 2137.66 0.82 1.19e+04 8.91833e-05\n", " 30 2137.66 0.82 1.19e+04 0.000178367\n", " 31 2137.71 0.82 1.19e+04 0.000713467\n", " 32 2138.18 0.822 1.19e+04 0.00570773\n", " 33 2141.95 0.838 1.17e+04 0.0456619\n", " 34 2172.35 0.968 1.03e+04 0.365295\n", " 35 1003.53 1 19.4 2.92236\n", " 36 992.015 1 -1.73 3.30182\n", " 37 997.073 1 15.3 1.25471\n", " 38 989.814 1 0.183 2.50943\n", " 39 988.215 1 -0.415 2.37446\n", " 40 987.561 1 0.135 1.72266\n", " 41 986.768 1 -0.193 1.72193\n", " 42 986.343 1 -0.0907 1.44801\n", " 43 986.027 1 -0.0938 1.35111\n", " 44 985.819 1 -0.0641 1.1328\n", " 45 985.667 1 -0.0514 0.980364\n", " 46 985.554 1 -0.0394 0.813078\n", " 47 985.469 1 -0.031 0.672976\n", " 48 985.403 1 -0.0245 0.549281\n", " 49 985.351 1 -0.0195 0.445594\n", " 50 985.31 1 -0.0155 0.359463\n", " 51 985.278 1 -0.0124 0.288913\n", " 52 985.252 1 -0.00985 0.231575\n", " 53 985.232 1 -0.00785 0.185251\n", " 54 985.216 1 -0.00626 0.147976\n", " 55 985.204 1 -0.00499 0.118072\n", " 56 985.193 1 -0.00397 0.0941331\n", " 57 985.185 1 -0.00316 0.0749994\n", " 58 985.181 1 -0.00189 0.0597251\n", " 59 985.177 1 -0.00163 0.0375189\n", " 60 985.174 1 -0.00139 0.0238022\n", " 61 985.171 1 -0.00119 0.0150543\n", " 62 985.169 1 -0.00102 0.00952159\n", " 63 985.167 1 -0.000877 0.00602143\n", " 64 985.165 1 -0.000753 0.0038077\n", " 65 985.163 1 -0.000646 0.00240762\n", " 66 985.162 1 -0.000555 0.0015222\n", " 67 985.161 1 -0.000476 0.000962258\n", " 68 985.16 1 -0.000409 0.00060815\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Norm of gradient less than tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 54072\n", " 1 54025 0.000455 -5.17e+04 1.34207\n", " 2 53984.8 0.000389 -5.17e+04 1.34207\n", " 3 53974 0.000105 -5.16e+04 1.34207\n", " 4 53908.5 0.000634 -5.17e+04 1.34207\n", " 5 52698.2 0.0115 -5.35e+04 1.34207\n", " 6 48259.2 0.0418 -5.55e+04 1.34207\n", " 7 27157.9 0.227 -3.95e+04 1.34207\n", " 8 27157.2 1.36e-05 -2.49e+04 1.34207\n", " 9 25164.5 0.0403 -2.47e+04 1.34207\n", " 10 25163.8 1.55e-05 -2.29e+04 1.34207\n", " 11 24591.3 0.0125 -2.27e+04 1.34207\n", " 12 23185.5 0.0317 -2.2e+04 1.34207\n", " 13 20012.9 0.0601 -3.32e+04 1.34207\n", " 14 20004.4 0.000239 -1.78e+04 1.34207\n", " 15 14961.4 0.11 -2.89e+04 1.34207\n", " 16 4892.54 0.302 -1.74e+04 1.34207\n", " 17 3096.33 0.753 1.33e+04 1.34207\n", " 18 2032.71 0.606 -383 1.34207\n", " 19 1495.59 1 -52.3 1.34207\n", " 20 1468.16 1 37.9 0.646272\n", " 21 1455.39 1 -1.65 0.541077\n", " 22 1450.55 1 -1.79 0.300426\n", " 23 1449.5 0.0245 -20.7 0.185382\n", " 24 1441.67 0.208 -16.5 0.185382\n", " 25 1438.71 0.047 -30.6 0.185382\n", " 26 1395.84 0.65 -31 0.185382\n", " 27 1376.86 0.0617 -151 0.185382\n", " 28 1324.59 0.143 -174 0.185382\n", " 29 1066.93 1 -42.2 0.185382\n", " 30 1094.94 0.237 240 0.0617939\n", " 31 1092.79 0.298 183 0.123588\n", " 32 1074.74 0.668 51.3 0.494352\n", " 33 1049.81 1 -3.8 3.95481\n", " 34 1050.23 1 11.1 1.63681\n", " 35 1044.32 1 -0.389 3.27362\n", " 36 1040.66 1 1.03 3.22092\n", " 37 1036.24 0.876 -0.621 3.257\n", " 38 1032.76 1 -0.797 3.257\n", " 39 1031.09 1 -0.492 3.1483\n", " 40 1030.28 1 -0.281 2.7896\n", " 41 1029.77 1 -0.188 2.4337\n", " 42 1029.41 1 -0.14 2.05027\n", " 43 1029.12 1 -0.111 1.67054\n", " 44 1028.9 1 -0.0908 1.32652\n", " 45 1028.7 1 -0.0763 1.03482\n", " 46 1028.54 1 -0.065 0.796772\n", " 47 1028.4 1 -0.056 0.606334\n", " 48 1028.27 1 -0.0539 0.455568\n", " 49 1028.13 1 -0.056 0.327811\n", " 50 1027.98 1 -0.055 0.232164\n", " 51 1027.85 1 -0.0429 0.180177\n", " 52 1016.32 0.0767 1.01e+08 0.160276\n", " 53 1011.52 0.157 -14.1 0.160276\n", " 54 1336.95 1 2.08e+03 0.160276\n", " 55 1002.13 1 6.61 0.320551\n", " 56 999.819 1 -0.128 0.254512\n", " 57 999.156 1 -0.0469 0.202132\n", " 58 999.042 1 -0.0243 0.0906474\n", " 59 1040.56 0.963 96 0.0906511\n", " 60 989.79 0.589 -2.4 0.181302\n", " 61 985.414 1 -0.66 0.181302\n", " 62 984.925 1 -0.0883 0.060434\n", " 63 1087.51 0.769 408 0.0201447\n", " 64 1001.22 1 41.8 0.0402894\n", " 65 984.918 1 0.0749 0.161157\n", " 66 984.805 1 -0.0395 0.218816\n", " 67 984.768 0.11 -0.101 0.0729388\n", " 68 1058.25 1 187 0.0729388\n", " 69 987.789 1 6.5 0.145878\n", " 70 984.737 1 0.000609 0.58351\n", " 71 984.734 0.0922 -0.0136 0.505053\n", " 72 984.727 1 0.00981 0.505053\n", " 73 984.713 1 0.00103 0.514581\n", " 74 984.703 1 0.000955 0.501174\n", " 75 984.695 1 -4.27e-05 0.493137\n", " 76 984.689 1 -0.000243 0.474537\n", " 77 984.683 1 -0.000462 0.453263\n", " 78 984.678 1 -0.000509 0.425805\n", " 79 984.674 1 -0.000568 0.396819\n", " 80 984.669 1 -0.000571 0.365538\n", " 81 984.665 1 -0.000589 0.334887\n", " 82 984.662 1 -0.000557 0.304408\n", " 83 984.658 1 -0.000567 0.276609\n", " 84 984.655 1 -0.000546 0.2493\n", " 85 984.652 1 -0.00056 0.224319\n", " 86 984.648 1 -0.000571 0.200007\n", " 87 984.645 1 -0.000596 0.177031\n", " 88 984.642 1 -0.000606 0.154986\n", " 89 984.639 1 -0.000649 0.134904\n", " 90 984.636 1 -0.000669 0.115505\n", " 91 984.633 1 -0.000734 0.098067\n", " 92 984.63 1 -0.000773 0.0811706\n", " 93 984.627 1 -0.000837 0.0662928\n", " 94 984.624 1 -0.00094 0.0529849\n", " 95 984.621 1 -0.00104 0.0406571\n", " 96 984.617 1 -0.00115 0.0302536\n", " 97 984.614 1 -0.00135 0.0219282\n", " 98 984.609 1 -0.00153 0.0146496\n", " 99 984.605 1 -0.00177 0.00955941\n", " 100 984.6 1 -0.00193 0.00580147\n", " 101 984.595 1 -0.00201 0.0035845\n", " 102 984.591 1 -0.00193 0.0021045\n", " 103 984.588 1 -0.00126 0.0012824\n", " 104 984.585 1 -0.00147 0.000595275\n", " 105 984.582 1 -0.00134 0.000356038\n", " 106 984.58 0.713 -0.0012 0.000222245\n", " 107 984.578 1 -0.000735 0.000222245\n", " 108 984.576 1 -0.000836 0.000114346\n", " 109 984.574 1 -0.000714 7.25001e-05\n", " 110 984.573 1 -0.000613 4.57858e-05\n", " 111 984.572 1 -0.000526 2.89236e-05\n", " 112 984.571 0.412 -0.000539 1.82735e-05\n", " 113 984.57 1 -0.000366 1.82735e-05\n", " 114 984.57 1 -0.000374 1.02237e-05\n", " 115 984.569 1 -0.000317 6.51763e-06\n", " 116 984.568 1 -0.000274 4.09876e-06\n", " 117 984.568 1 -0.000234 2.5903e-06\n", " 118 984.567 1 -0.000201 1.64006e-06\n", " 119 984.567 1 -0.000173 1.03746e-06\n", " 120 984.566 1 -0.000251 6.54999e-07\n", " 121 984.566 1 -0.000105 6.04004e-07\n", " 122 984.566 1 -9.08e-05 3.82487e-07\n", " 123 984.565 1 -7.82e-05 2.41302e-07\n", " 124 984.565 0.908 -6.97e-05 1.5257e-07\n", " 125 984.565 1 -1.91e-05 1.5257e-07\n", " 126 984.565 1 -4.1e-05 5.08568e-08\n", " 127 984.565 1 -4.82e-05 2.60434e-08\n", " 128 984.565 1 -4.22e-05 1.64445e-08\n", " 129 984.565 1 -2.91e-05 1.04027e-08\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Norm of gradient less than tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 156941\n", " 1 156902 0.000125 -1.54e+05 1.16483\n", " 2 156874 9.38e-05 -1.54e+05 1.16483\n", " 3 156736 0.000449 -1.53e+05 1.16483\n", " 4 156677 0.000193 -1.53e+05 1.16483\n", " 5 156550 0.000414 -1.53e+05 1.16483\n", " 6 121417 0.12 -1.96e+05 1.16483\n", " 7 115178 0.0268 -1.14e+05 1.16483\n", " 8 114894 0.00127 -1.12e+05 1.16483\n", " 9 114860 0.000152 -1.12e+05 1.16483\n", " 10 93377.1 0.0959 -1.12e+05 1.16483\n", " 11 93053.5 0.00178 -9.07e+04 1.16483\n", " 12 90879 0.012 -9.02e+04 1.16483\n", " 13 51459.3 0.164 -1.68e+05 1.16483\n", " 14 51443.8 0.000159 -4.86e+04 1.16483\n", " 15 47325.3 0.0384 -5.95e+04 1.16483\n", " 16 29522.6 0.127 -1.12e+05 1.16483\n", " 17 6659.94 0.164 -1.36e+05 1.16483\n", " 18 2087.1 0.421 5.89e+03 1.16483\n", " 19 1856.38 0.559 299 1.16483\n", " 20 1924.39 1 708 1.16483\n", " 21 1782.26 1 220 2.32966\n", " 22 1735.63 1 172 2.34571\n", " 23 1667.34 1 -3.4 2.40425\n", " 24 1636.37 0.621 -41.4 0.801415\n", " 25 1627.09 0.0858 -54.8 0.801415\n", " 26 1515.17 0.755 -38.9 0.801415\n", " 27 4518.51 0.721 9.26e+04 0.801415\n", " 28 1446.75 0.894 7.35 1.60283\n", " 29 1400.43 1 -5.8 1.60283\n", " 30 1388.15 0.826 -3.01 0.534277\n", " 31 1381.72 1 -1.5 0.534277\n", " 32 1380.08 0.583 -0.979 0.260455\n", " 33 1378.64 1 -0.327 0.260455\n", " 34 1379.28 1 3.79 0.248864\n", " 35 1377.9 1 -0.188 0.497727\n", " 36 1378.13 1 1.78 0.39815\n", " 37 1377.45 1 -0.138 0.7963\n", " 38 1377.46 1 0.9 0.549637\n", " 39 1377.13 1 -0.107 1.09927\n", " 40 1375.42 1 -0.0741 0.678004\n", " 41 1374.87 1 -0.131 0.555547\n", " 42 1374.42 1 -0.156 0.519418\n", " 43 1373.96 1 -0.195 0.408464\n", " 44 1373.27 1 -0.305 0.245832\n", " 45 1372.55 0.526 -0.639 0.142335\n", " 46 1370.84 1 -0.81 0.142335\n", " 47 1362.19 1 -4.24 0.0576052\n", " 48 1354.66 0.0415 -90.4 0.0192017\n", " 49 1242.49 0.368 -139 0.0192017\n", " 50 974.847 1 -7.32 0.0192017\n", " 51 976.914 1 2.68 0.00640058\n", " 52 985.773 1 19.1 0.0128012\n", " 53 980.439 1 10.7 0.0512047\n", " 54 974.405 1 -0.0395 0.409637\n", " 55 974.262 1 -0.0426 0.202955\n", " 56 974.191 1 -0.0253 0.190348\n", " 57 974.145 1 -0.017 0.168788\n", " 58 974.117 1 -0.011 0.142905\n", " 59 974.102 1 -0.00379 0.114232\n", " 60 974.109 1 0.0281 0.103335\n", " 61 974.096 1 -0.000524 0.206669\n", " 62 974.09 1 -0.00203 0.20316\n", " 63 974.084 1 -0.0022 0.134949\n", " 64 974.08 1 0.00281 0.0951651\n", " 65 974.133 1 0.0989 0.0958516\n", " 66 974.08 1 0.00573 0.191703\n", " 67 974.073 1 -0.0011 0.302224\n", " 68 974.071 1 -0.00113 0.162197\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Norm of gradient less than tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 43440.9\n", " 1 35297.6 0.0767 -6.69e+04 0.953714\n", " 2 23961.6 0.125 -6e+04 0.953714\n", " 3 19134.6 0.0921 -3.06e+04 0.953714\n", " 4 18779.2 0.01 -1.79e+04 0.953714\n", " 5 8500.62 0.234 -2.68e+04 0.953714\n", " 6 1855.7 0.416 1.12e+03 0.953714\n", " 7 1660.1 0.764 3.19e+03 0.953714\n", " 8 1655.84 0.0104 -205 0.953714\n", " 9 1466.61 0.558 373 0.953714\n", " 10 1469.29 0.591 223 0.953714\n", " 11 1538.86 0.926 373 1.90743\n", " 12 1432.62 1 14.1 7.62972\n", " 13 1417.52 1 -0.777 5.6806\n", " 14 1411.46 1 4.02 1.89353\n", " 15 1401.08 1 -3.15 1.86983\n", " 16 1427.15 0.943 84.7 0.623278\n", " 17 1400.09 1 3.3 1.24656\n", " 18 1398.81 1 2.9 1.32794\n", " 19 1398.96 1 4.95 1.37274\n", " 20 1395.86 1 -0.596 2.74549\n", " 21 1415.76 1 48.7 0.915163\n", " 22 1396.02 1 1.64 1.83033\n", " 23 1395.42 1 -0.128 7.3213\n", " 24 1395.17 1 0.41 2.44043\n", " 25 1394.29 1 -0.34 2.44789\n", " 26 1395.89 1 7.12 0.815962\n", " 27 1393.48 1 -0.25 1.63192\n", " 28 1391.76 0.601 -0.912 0.543975\n", " 29 1390.7 0.088 -6.35 0.543975\n", " 30 1390.03 0.0903 -3.58 0.543975\n", " 31 1389.16 1 -0.0405 0.543975\n", " 32 1389.02 0.625 -0.0657 0.38153\n", " 33 1388.97 1 -0.0137 0.38153\n", " 34 1388.92 1 -0.019 0.127177\n", " 35 1388.82 1 -0.0673 0.0952698\n", " 36 1412.59 0.575 1.69e+03 0.0317566\n", " 37 1388.25 1 1.06 0.0635132\n", " 38 1410.65 0.114 1.17e+03 0.0211711\n", " 39 1408.79 0.181 699 0.0423422\n", " 40 1406.8 0.578 209 0.169369\n", " 41 1387.24 1 -0.26 1.35495\n", " 42 1388.96 1 12.1 0.45165\n", " 43 1386.49 1 -0.34 0.903299\n", " 44 1399.26 0.709 75.7 0.3011\n", " 45 1387.15 1 5.69 0.6022\n", " 46 1386 1 -0.222 2.4088\n", " 47 1385.53 1 1.16 0.802933\n", " 48 1385.67 1 2.52 0.803099\n", " 49 1384.38 1 -0.255 1.6062\n", " 50 1402.95 1 46.1 0.632628\n", " 51 1384.83 1 1.65 1.26526\n", " 52 1384.14 1 -0.0747 5.06102\n", " 53 1384.82 1 2.6 1.68701\n", " 54 1384.14 1.44e-05 -0.242 3.37402\n", " 55 1383.84 1 0.0459 3.37402\n", " 56 1383.54 1 0.12 3.06853\n", " 57 1383.17 1 0.0449 3.05912\n", " 58 1382.91 0.485 -0.201 2.96923\n", " 59 1382.72 1 -0.0421 2.96923\n", " 60 1383.34 1 7.66 0.989743\n", " 61 1379.45 1 -0.566 1.97949\n", " 62 1382.59 1 7.04 1.01351\n", " 63 1378.65 1 -0.0474 2.02702\n", " 64 1378.56 1 0.39 1.58673\n", " 65 1378.01 1 -0.12 2.06189\n", " 66 1377.59 1 -0.0746 0.687296\n", " 67 1376.67 1 -0.197 0.481845\n", " 68 1375.72 1 -0.321 0.430079\n", " 69 1373.4 0.343 -2.92 0.268605\n", " 70 1372 1 -0.0124 0.268605\n", " 71 1371.64 0.435 -0.285 0.205933\n", " 72 1371.89 1 0.755 0.205933\n", " 73 1371.43 1 -0.0238 0.411865\n", " 74 1371.94 1 1.01 0.182212\n", " 75 1371.41 1 0.0269 0.364424\n", " 76 1371.39 1 0.00662 0.380561\n", " 77 1371.37 1 0.0056 0.379062\n", " 78 1371.37 1 0.00296 0.37905\n", " 79 1371.36 1 0.00162 0.378564\n", " 80 1371.35 1 0.000885 0.377111\n", " 81 1371.35 1 0.000435 0.374219\n", " 82 1371.35 1 0.000187 0.36895\n", " 83 1371.34 1 4.1e-05 0.361136\n", " 84 1371.34 1 -3.49e-05 0.350646\n", " 85 1371.34 1 -7.88e-05 0.338169\n", " 86 1371.34 1 -9.96e-05 0.324184\n", " 87 1371.33 1 -0.000111 0.309465\n", " 88 1371.33 1 -0.000114 0.294433\n", " 89 1371.33 1 -0.000115 0.279523\n", " 90 1371.33 1 -0.000113 0.264931\n", " 91 1371.33 1 -0.00011 0.250829\n", " 92 1371.33 1 -0.000107 0.237273\n", " 93 1371.32 1 -0.000104 0.224308\n", " 94 1371.32 1 -0.000101 0.211933\n", " 95 1371.32 1 -9.77e-05 0.200143\n", " 96 1371.32 1 -9.48e-05 0.188916\n", " 97 1371.32 1 -9.21e-05 0.178234\n", " 98 1371.32 1 -8.96e-05 0.16807\n", " 99 1371.32 1 -8.73e-05 0.158402\n", " 100 1371.32 0.157 -0.000771 0.149205\n", " 101 1371.32 1 -0.00023 0.149205\n", " 102 1371.31 1 -0.000594 0.0497348\n", " 103 1371.31 1 -0.00122 0.0165783\n", " 104 1371.31 1 -0.00116 0.00976432\n", " 105 1371.31 1 -0.000883 0.00644229\n", " 106 1371.3 0.778 -0.000536 0.00472463\n", " 107 1371.3 1 0.000244 0.00472463\n", " 108 1371.3 1 0.00263 0.00472488\n", " 109 1371.3 1 0.00262 0.00944976\n", " 110 1371.3 1 0.00187 0.037799\n", " 111 1371.3 1 4.66e-05 0.302392\n", " 112 1371.3 1 -5.49e-06 0.301603\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Norm of gradient less than tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 38054.8\n", " 1 38047.6 0.000101 -3.59e+04 0.203562\n", " 2 31329.5 0.106 -2.79e+04 0.203562\n", " 3 31111.8 0.00375 -2.88e+04 0.203562\n", " 4 28793.1 0.0436 -2.46e+04 0.203562\n", " 5 28769.2 0.000445 -2.67e+04 0.203562\n", " 6 24509 0.0944 -1.97e+04 0.203562\n", " 7 22056.1 0.0602 -1.85e+04 0.203562\n", " 8 4888.24 0.501 -8.59e+03 0.203562\n", " 9 3036.42 0.461 -470 0.203562\n", " 10 2418.07 1 -93.5 0.203562\n", " 11 2394.49 0.033 -316 0.197696\n", " 12 2338.15 0.0982 -213 0.197696\n", " 13 2313.5 0.0358 -304 0.197696\n", " 14 2049.87 0.872 -93.4 0.197696\n", " 15 1772.03 1 -24.9 0.197696\n", " 16 1691.51 1 -6.6 0.162873\n", " 17 1689.74 1 -0.135 0.0542909\n", " 18 1636.49 0.067 -356 0.018097\n", " 19 1419.62 0.706 -19 0.018097\n", " 20 1273.06 1 -27.2 0.018097\n", " 21 1207.82 1 -16.1 0.0135158\n", " 22 1550.75 0.72 1.96e+03 0.00450526\n", " 23 1550.42 0.722 1.96e+03 0.00901051\n", " 24 1548.57 0.736 1.92e+03 0.0360421\n", " 25 1538.59 0.837 1.71e+03 0.288336\n", " 26 1301.03 1 544 2.30669\n", " 27 1164.49 1 -13.5 18.4535\n", " 28 1156.13 1 48 6.15118\n", " 29 1131.31 1 -1.75 6.61644\n", " 30 1130.05 0.512 -1.02 2.20548\n", " 31 1128.9 1 -0.354 2.20548\n", " 32 1128.27 1 -0.154 0.73516\n", " 33 1128.05 1 -0.0736 0.721937\n", " 34 1127.93 1 -0.0421 0.660783\n", " 35 1127.86 1 -0.0286 0.573469\n", " 36 1127.8 1 -0.0212 0.473788\n", " 37 1127.76 1 -0.0163 0.381557\n", " 38 1127.73 1 -0.0128 0.304104\n", " 39 1127.71 1 -0.0086 0.241507\n", " 40 1127.7 1 -0.00629 0.168911\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Norm of gradient less than tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 164276\n", " 1 163514 0.00238 -1.59e+05 0.40835\n", " 2 162759 0.00237 -1.58e+05 0.40835\n", " 3 162608 0.000475 -1.59e+05 0.40835\n", " 4 155507 0.0236 -1.43e+05 0.40835\n", " 5 155112 0.0013 -1.51e+05 0.40835\n", " 6 148150 0.0241 -1.38e+05 0.40835\n", " 7 126162 0.0791 -1.44e+05 0.40835\n", " 8 122260 0.0153 -1.32e+05 0.40835\n", " 9 110066 0.0484 -1.33e+05 0.40835\n", " 10 100552 0.0423 -1.18e+05 0.40835\n", " 11 99255 0.00663 -9.78e+04 0.40835\n", " 12 86411.3 0.0661 -9.8e+04 0.40835\n", " 13 84560.5 0.0108 -8.73e+04 0.40835\n", " 14 80011.9 0.0262 -9.18e+04 0.40835\n", " 15 51696.8 0.124 -1.73e+05 0.40835\n", " 16 18966.5 0.165 -2.09e+05 0.40835\n", " 17 14065.6 0.131 -2.03e+04 0.40835\n", " 18 6298.6 0.284 -1.44e+04 0.40835\n", " 19 4389.65 0.191 -5.27e+03 0.40835\n", " 20 1587.98 0.53 914 0.40835\n", " 21 4161.75 0.864 3.46e+04 0.40835\n", " 22 3263.74 0.957 1.29e+04 0.816699\n", " 23 1540.4 1 283 3.2668\n", " 24 1424.11 1 23.8 3.46918\n", " 25 1419 1 7.5 1.15639\n", " 26 1419 2.7e-05 -15.6 1.15566\n", " 27 1415.42 1 0.163 1.15566\n", " 28 1414.68 0.439 -0.558 0.891399\n", " 29 1414.32 1 0.546 0.891399\n", " 30 1413.71 1 -0.103 0.892661\n", " 31 1413.57 1 0.0124 0.529447\n", " 32 1413.48 1 -0.0201 0.505682\n", " 33 1413.46 1 0.0307 0.183622\n", " 34 1413.41 1 -0.0152 0.19736\n", " 35 1413.36 1 -0.0078 0.125418\n", " 36 1412.74 1 -0.299 0.116272\n", " 37 1411.79 0.0984 -4.83 0.0387573\n", " 38 1410.65 0.0346 -16.6 0.0387573\n", " 39 1410.28 0.00772 -24.2 0.0387573\n", " 40 1410.23 0.00751 -2.85 0.0387573\n", " 41 1409.96 0.0527 -2.48 0.0387573\n", " 42 1409.79 0.039 -2.02 0.0387573\n", " 43 1409.39 0.118 -1.44 0.0387573\n", " 44 1536.9 0.342 3.14e+03 0.0387573\n", " 45 1539.72 0.687 1.53e+03 0.0775146\n", " 46 1408.71 1 0.179 0.310059\n", " 47 1412.55 1 13.5 0.269781\n", " 48 1408.17 1 -0.112 0.539561\n", " 49 1528.87 0.85 647 0.200551\n", " 50 1411.05 1 9.18 0.401102\n", " 51 1407.82 1 -0.131 1.60441\n", " 52 1408.93 1 4.21 0.534803\n", " 53 1407.51 1 -0.0682 1.06961\n", " 54 1407.48 0.0154 -0.793 0.356535\n", " 55 1408.37 0.522 5.84 0.356535\n", " 56 1407.38 0.855 1.06 0.71307\n", " 57 1407.7 1 2.78 0.71307\n", " 58 1406.19 1 -0.321 1.42614\n", " 59 1407.46 1 4.28 0.66295\n", " 60 1405.51 1 -0.125 1.3259\n", " 61 1404.78 1 0.0213 1.07737\n", " 62 1404.13 1 0.309 1.04037\n", " 63 1403.94 1 1.12 1.04035\n", " 64 1403.24 1 0.391 1.407\n", " 65 1402.97 1 0.49 1.407\n", " 66 1402.37 1 -0.0486 1.49936\n", " 67 1402.06 1 -0.0822 1.31648\n", " 68 1401.9 1 -0.00563 0.570071\n", " 69 1401.71 1 -0.0546 0.563703\n", " 70 1401.57 1 -0.0479 0.318646\n", " 71 1401.47 1 -0.038 0.281719\n", " 72 1401.39 1 -0.0282 0.228659\n", " 73 1401.34 1 -0.0111 0.190305\n", " 74 1401.34 1 0.0654 0.177485\n", " 75 1401.32 1 -0.00168 0.35497\n", " 76 1401.3 1 -0.00425 0.343151\n", " 77 1401.28 1 -0.00224 0.303669\n", " 78 1401.27 1 0.00288 0.288438\n", " 79 1401.26 1 0.0115 0.28809\n", " 80 1401.26 1 0.0184 0.311786\n", " 81 1401.24 1 0.00614 0.398413\n", " 82 1401.23 1 -0.0011 0.398414\n", " 83 1401.22 1 -0.000964 0.359636\n", " 84 1401.22 1 -0.00099 0.335507\n", " 85 1401.21 1 -3.42e-06 0.307953\n", " 86 1401.21 1 0.00149 0.302959\n", " 87 1401.2 1 0.00372 0.302949\n", " 88 1401.2 1 0.00569 0.314143\n", " 89 1401.2 1 0.00472 0.351111\n", " 90 1401.19 1 0.002 0.366928\n", " 91 1401.19 1 0.000843 0.366911\n", " 92 1401.18 1 9.6e-05 0.366264\n", " 93 1401.18 1 -8.89e-05 0.358704\n", " 94 1401.18 1 -0.000268 0.350101\n", " 95 1401.18 1 -0.000178 0.332159\n", " 96 1401.18 1 -1.07e-06 0.321397\n", " 97 1401.17 1 0.000379 0.315812\n", " 98 1401.17 1 0.000788 0.315676\n", " 99 1401.17 1 0.00136 0.31575\n", " 100 1401.17 1 0.00178 0.323573\n", " 101 1401.17 1 0.00184 0.338088\n", " 102 1401.17 1 0.00121 0.357043\n", " 103 1401.16 1 0.000734 0.357934\n", " 104 1401.16 1 0.000406 0.357971\n", " 105 1401.16 1 0.000263 0.357836\n", " 106 1401.16 1 8.63e-05 0.357641\n", " 107 1401.16 1 1.75e-05 0.354944\n", " 108 1401.16 1 -4.02e-05 0.351285\n", " 109 1401.16 0.972 -5.15e-05 0.343562\n", " 110 1401.16 1 -0.000103 0.343562\n", " 111 1401.16 1 -5.38e-05 0.32888\n", " 112 1401.16 1 2.96e-05 0.321542\n", " 113 1401.15 0.892 4.33e-05 0.3191\n", " 114 1401.15 1 -7.83e-05 0.3191\n", " 115 1401.15 1 0.000126 0.307601\n", " 116 1401.15 1 0.000357 0.307537\n", " 117 1401.15 0.85 0.000372 0.308978\n", " 118 1401.15 1 6.98e-05 0.308978\n", " 119 1401.15 1 0.000473 0.307354\n", " 120 1401.15 1 0.000704 0.319492\n", " 121 1401.15 0.915 0.00049 0.352088\n", " 122 1401.15 1 7.28e-05 0.352088\n", " 123 1401.15 1 0.000142 0.349685\n", " 124 1401.15 1 9.69e-05 0.349685\n", " 125 1401.15 0.979 7.58e-05 0.349568\n", " 126 1401.15 1 2.09e-05 0.349568\n", " 127 1401.15 1 1.83e-05 0.347548\n", " 128 1401.15 1 5.59e-06 0.346038\n", " 129 1401.15 0.965 -3.2e-06 0.343325\n", " 130 1401.15 1 -3.44e-05 0.343325\n", " 131 1401.15 1 -1.64e-05 0.334767\n", " 132 1401.15 1 4.41e-06 0.330352\n", " 133 1401.15 0.917 4.95e-06 0.328025\n", " 134 1401.14 1 -3.26e-05 0.328025\n", " 135 1401.14 1 1.91e-05 0.319633\n", " 136 1401.14 1 6.92e-05 0.318819\n", " 137 1401.14 0.882 6.96e-05 0.318817\n", " 138 1401.14 1 2.16e-06 0.318817\n", " 139 1401.14 1 8.85e-05 0.3162\n", " 140 1401.14 1 0.000157 0.316282\n", " 141 1401.14 0.875 0.000153 0.318832\n", " 142 1401.14 1 4.94e-05 0.318832\n", " 143 1401.14 1 0.000159 0.318634\n", " 144 1401.14 1 0.000216 0.323804\n", " 145 1401.14 0.906 0.000185 0.335779\n", " 146 1401.14 1 6.68e-05 0.335779\n", " 147 1401.14 1 0.00012 0.335758\n", " 148 1401.14 1 0.000124 0.337896\n", " 149 1401.14 0.94 0.000109 0.339696\n", " 150 1401.14 1 5.45e-05 0.339696\n", " 151 1401.14 1 7.71e-05 0.339693\n", " 152 1401.14 1 7.65e-05 0.340056\n", " 153 1401.14 0.946 6.74e-05 0.34029\n", " 154 1401.14 1 3.18e-05 0.34029\n", " 155 1401.14 1 4.61e-05 0.340204\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Parameters converged to within tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 277113\n", " 1 276694 0.000779 -2.69e+05 1.00934\n", " 2 276546 0.000276 -2.69e+05 1.00934\n", " 3 276509 6.73e-05 -2.68e+05 1.00934\n", " 4 276201 0.000574 -2.69e+05 1.00934\n", " 5 274101 0.00389 -2.72e+05 1.00934\n", " 6 274001 0.000188 -2.66e+05 1.00934\n", " 7 273475 0.000987 -2.67e+05 1.00934\n", " 8 139836 0.189 -4.25e+05 1.00934\n", " 9 84445.5 0.177 -1.67e+05 1.00934\n", " 10 82050.6 0.0145 -8.32e+04 1.00934\n", " 11 81164.1 0.00557 -7.98e+04 1.00934\n", " 12 34742.1 0.287 -7.25e+04 1.00934\n", " 13 30813.3 0.059 -3.42e+04 1.00934\n", " 14 14635.5 0.266 -3.1e+04 1.00934\n", " 15 14425.7 0.00817 -1.28e+04 1.00934\n", " 16 10667.3 0.141 -1.41e+04 1.00934\n", " 17 2117.63 0.518 2.44e+03 1.00934\n", " 18 1969.4 0.106 -1.16e+03 1.00934\n", " 19 1920.09 0.0597 -387 1.00934\n", " 20 1732.41 0.723 422 1.00934\n", " 21 1547.05 1 152 1.00934\n", " 22 1472.42 0.525 -56.3 0.589435\n", " 23 1456.38 0.774 11.6 0.589435\n", " 24 1448.19 1 -0.204 0.589435\n", " 25 1449.28 1 11.5 0.196478\n", " 26 1437.73 1 12 0.392957\n", " 27 1431.42 0.878 -1.06 0.387878\n", " 28 1430.96 1 -0.151 0.387878\n", " 29 1430.95 0.00154 -0.268 0.129293\n", " 30 1459.75 1 605 0.129293\n", " 31 1430.51 1 -0.347 0.258585\n", " 32 3633.45 0.439 3.32e+05 0.0861952\n", " 33 3621.84 0.821 1.73e+05 0.17239\n", " 34 1430.06 1 -0.294 0.689561\n", " 35 3539.03 0.815 1.11e+05 0.229854\n", " 36 1429.7 1 3.76 0.459707\n", " 37 1621.31 1 1.33e+03 0.461774\n", " 38 1428.88 1 4.31 0.923548\n", " 39 1426.26 1 0.214 1.02245\n", " 40 1424.92 1 -0.156 0.9725\n", " 41 1425.78 1 3.58 0.854663\n", " 42 1423.9 1 0.268 1.70933\n", " 43 1423.06 1 -0.206 1.70788\n", " 44 1416.17 0.321 -8.12 1.2506\n", " 45 1413.76 1 -0.328 1.2506\n", " 46 1413.5 1 -0.037 0.558954\n", " 47 1413.43 1 -0.0289 0.186318\n", " 48 1406.25 0.115 37.5 0.0661759\n", " 49 1406.25 0.000175 -5.87 0.0661759\n", " 50 2033.17 1 3.19e+03 0.0661759\n", " 51 1445.92 0.628 190 0.132352\n", " 52 1401.86 0.579 -0.98 0.529407\n", " 53 1399.27 1 0.164 0.529407\n", " 54 1398.12 1 -0.249 0.426319\n", " 55 1400.14 1 10.6 0.142106\n", " 56 1397.61 1 -0.0983 0.284213\n", " 57 1741.85 0.32 2.51e+03 0.116779\n", " 58 1773.17 0.602 1.37e+03 0.233558\n", " 59 1416.93 1 35.1 0.934232\n", " 60 1391.89 1 -1.96 7.47386\n", " 61 1388.18 1 -1 3.31026\n", " 62 1386.62 1 0.0982 1.45358\n", " 63 1385.09 1 -0.518 1.30484\n", " 64 1384.22 0.591 0.294 0.544586\n", " 65 1383.01 1 -0.157 0.544586\n", " 66 1382.36 1 0.0467 0.467104\n", " 67 1381.48 1 -0.214 0.466316\n", " 68 1380.88 0.474 -0.55 0.421727\n", " 69 1379.56 1 -0.556 0.421727\n", " 70 1378.17 0.249 -2.48 0.195307\n", " 71 1377.53 0.0788 -3.78 0.195307\n", " 72 1376.85 0.369 -0.602 0.195307\n", " 73 1378.89 1 7.61 0.195307\n", " 74 1376.39 1 0.0813 0.390613\n", " 75 1376.18 1 0.00102 0.351897\n", " 76 1376.05 1 -0.0256 0.306222\n", " 77 1376 1 -0.0127 0.190239\n", " 78 1375.97 1 -0.00777 0.12401\n", " 79 1375.96 1 -0.00513 0.0752364\n", " 80 1375.95 1 -0.00352 0.0636871\n", " 81 1375.94 1 -0.0026 0.053376\n", " 82 1375.94 1 -0.00201 0.0436032\n", " 83 1375.94 1 -0.00158 0.035049\n", " 84 1375.93 1 -0.00125 0.0280305\n", " 85 1375.93 1 -0.001 0.0222811\n", " 86 1375.93 1 -0.000715 0.0177493\n", " 87 1375.93 1 -0.000485 0.0130081\n", " 88 1375.93 1 -0.000348 0.00890601\n", " 89 1375.1 1 0.0101 0.00694294\n", " 90 1379.08 1 14.4 0.00552325\n", " 91 1378.3 1 11.4 0.0110465\n", " 92 1376.1 1 3.64 0.044186\n", " 93 1374.87 1 -0.0158 0.353488\n", " 94 1374.84 1 -0.00878 0.218497\n", " 95 1374.83 1 -0.000621 0.0728323\n", " 96 1374.82 1 -0.000151 0.0588022\n", " 97 1374.82 1 0.000488 0.0250288\n", " 98 1374.82 1 0.00114 0.0314492\n", " 99 1374.82 1 0.000758 0.0628983\n", " 100 1374.82 1 8.89e-05 0.251593\n", " 101 1374.82 1 1.14e-05 0.251567\n", " 102 1374.82 1 -2.72e-07 0.250931\n", " 103 1372.2 0.194 -6.63 0.228027\n", " 104 1371.42 1 -0.099 0.228027\n", " 105 1371.31 1 -0.0127 0.0760091\n", " 106 1371.31 1 0.00787 0.0253364\n", " 107 1371.32 1 0.0217 0.0258917\n", " 108 1371.31 1 0.0156 0.0517833\n", " 109 1371.3 1 0.00279 0.207133\n", " 110 1371.3 0.0332 -0.00157 0.208676\n", " 111 1371.3 1 0.000496 0.208676\n", " 112 1371.3 1 0.000103 0.209807\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Parameters converged to within tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 100232\n", " 1 100229 1.25e-05 -9.8e+04 1.65596\n", " 2 100227 1.34e-05 -9.8e+04 1.65596\n", " 3 100223 1.9e-05 -9.8e+04 1.65596\n", " 4 100206 8.62e-05 -9.79e+04 1.65596\n", " 5 73731.7 0.134 -1.08e+05 1.65596\n", " 6 72817.5 0.00633 -7.31e+04 1.65596\n", " 7 72408.2 0.00289 -7.12e+04 1.65596\n", " 8 44962.9 0.128 -1.88e+05 1.65596\n", " 9 44958.1 5.56e-05 -4.28e+04 1.65596\n", " 10 44207.5 0.00866 -4.39e+04 1.65596\n", " 11 39643.4 0.0494 -5.08e+04 1.65596\n", " 12 25907.6 0.138 -6.83e+04 1.65596\n", " 13 25760.4 0.00306 -2.41e+04 1.65596\n", " 14 16594.2 0.142 -5.43e+04 1.65596\n", " 15 13842.2 0.0945 -1.44e+04 1.65596\n", " 16 2590.11 0.404 2.06e+04 1.65596\n", " 17 1920.37 0.511 389 1.65596\n", " 18 1907.63 0.0234 -271 1.65596\n", " 19 2354.25 1 3.21e+03 1.65596\n", " 20 1920.42 1 1.67e+03 3.31193\n", " 21 1563.88 1 44.1 13.2477\n", " 22 1538.23 1 16.3 4.41591\n", " 23 1528.2 1 2.03 2.95377\n", " 24 1524.97 1 -0.253 1.85646\n", " 25 1519.38 1 -2.49 1.03771\n", " 26 1462.4 1 -10.6 0.345904\n", " 27 1437.78 1 14.7 0.115301\n", " 28 2599.74 0.562 2.65e+04 0.0942037\n", " 29 2527.56 0.97 1.52e+04 0.188407\n", " 30 1418.37 1 -3.26 0.753629\n", " 31 1682.56 1 1.36e+03 0.25121\n", " 32 1421.49 1 13.5 0.50242\n", " 33 1416.66 1 -0.473 2.00968\n", " 34 1418.21 1 5.83 0.669893\n", " 35 1416.11 1 -0.0417 1.33979\n", " 36 1416.01 0.0593 -0.785 0.452772\n", " 37 1439.05 1 66.6 0.452772\n", " 38 1416.45 1 2.59 0.905544\n", " 39 1415.58 1 -0.155 3.62218\n", " 40 1415.44 1 0.912 1.20739\n", " 41 1414.47 1 -0.037 1.41583\n", " 42 1413.73 1 0.171 1.2235\n", " 43 1412.72 1 -0.153 1.18929\n", " 44 1411.88 1 0.136 0.882911\n", " 45 1410.55 1 -0.274 0.854871\n", " 46 1408.47 1 -0.498 0.698739\n", " 47 1405.22 0.521 -2.49 0.581773\n", " 48 1404.87 0.0224 -7.83 0.581773\n", " 49 1404.15 0.176 -1.73 0.581773\n", " 50 1406.01 1 5.17 0.581773\n", " 51 1403.36 1 0.322 1.16355\n", " 52 1403.29 1 1.03 1.16027\n", " 53 1402.39 1 -0.0705 1.89534\n", " 54 1402.31 1 0.31 1.58684\n", " 55 1402.17 0.204 -0.275 2.00374\n", " 56 1401.91 1 -0.0415 2.00374\n", " 57 1401.79 1 -0.0223 1.57113\n", " 58 1401.74 0.429 -0.0497 1.36356\n", " 59 1401.67 1 -0.028 1.36356\n", " 60 1401.59 1 -0.0273 0.708661\n", " 61 1401.52 1 -0.0281 0.566221\n", " 62 1401.45 1 -0.0253 0.389486\n", " 63 1401.4 1 -0.0219 0.300517\n", " 64 1401.35 1 -0.0189 0.228731\n", " 65 1401.31 1 -0.0167 0.173421\n", " 66 1401.27 1 -0.0149 0.130078\n", " 67 1401.24 1 -0.0117 0.0972064\n", " 68 1401.24 1 0.0373 0.0777039\n", " 69 1402.12 1 1.79 0.141598\n", " 70 1401.33 1 0.203 0.283196\n", " 71 1401.21 1 -0.00424 1.13278\n", " 72 1401.2 1 -0.0018 0.4394\n", " 73 1401.2 1 -0.00301 0.242893\n", " 74 1401.18 1 -0.00228 0.0809644\n", " 75 1401.19 0.391 0.0204 0.0722704\n", " 76 1401.18 0.442 0.00801 0.144541\n", " 77 1401.18 1 -0.00111 0.144541\n", " 78 1401.23 1 0.107 0.132297\n", " 79 1401.18 1 0.0195 0.264594\n", " 80 1401.17 1 -0.000732 1.05838\n", " 81 1401.17 1 -0.000749 0.547209\n", " 82 1401.17 1 -0.00197 0.182403\n", " 83 1401.16 0.0469 -0.0439 0.060801\n", " 84 1401.13 0.36 -0.0464 0.060801\n", " 85 1400.98 1 -0.0736 0.060801\n", " 86 1400.96 0.012 -0.888 0.020267\n", " 87 1398.93 1 -1.01 0.020267\n", " 88 1397.25 0.0223 -37.3 0.00675567\n", " 89 1397.23 0.0035 -1.86 0.00675567\n", " 90 1429.36 0.373 143 0.00675567\n", " 91 1429.53 0.4 134 0.0135113\n", " 92 1429.82 0.557 96.2 0.0540453\n", " 93 1399.03 1 3.45 0.432363\n", " 94 1397.07 1 -0.0408 3.4589\n", " 95 1397.04 1 0.019 1.15297\n", " 96 1397.01 1 -0.0056 1.15202\n", " 97 1397.02 1 0.0303 0.384006\n", " 98 1397.01 1 -0.000347 0.768011\n", " 99 1397 1 -0.00132 0.723264\n", " 100 1397 0.335 -0.00224 0.241088\n", " 101 1397 1 -0.00154 0.241088\n", " 102 1396.99 1 -0.00203 0.0803627\n", " 103 1396.99 1 -0.00278 0.0267876\n", " 104 1396.99 1 0.0203 0.0159784\n", " 105 1396.99 1 0.00757 0.0319567\n", " 106 1396.99 1 -7.01e-06 0.127827\n", " 107 1396.99 1 0.00187 0.125596\n", " 108 1396.98 1 3.67e-06 0.251191\n", " 109 1396.98 1 -0.000171 0.249656\n", " 110 1396.98 1 -0.000196 0.167991\n", " 111 1396.98 1 -1.04e-06 0.124869\n", " 112 1396.98 0.573 0.00037 0.123256\n", " 113 1396.98 1 3.97e-05 0.123256\n", " 114 1396.98 1 0.00396 0.122668\n", " 115 1396.98 1 0.000463 0.245336\n", " 116 1396.98 1 2.05e-05 0.287944\n", " 117 1396.98 1 -1.86e-05 0.283446\n", " 118 1396.98 1 -3.72e-05 0.277772\n", " 119 1396.98 1 -4.75e-05 0.26711\n", " 120 1396.98 1 -5.45e-05 0.252551\n", " 121 1396.98 0.994 -5.27e-05 0.234693\n", " 122 1396.98 1 -4.46e-05 0.234693\n", " 123 1396.98 1 -3.45e-05 0.223555\n", " 124 1396.98 1 -7.54e-06 0.216734\n", " 125 1396.98 0.872 -1.94e-06 0.214708\n", " 126 1396.98 1 -1.84e-05 0.214708\n", " 127 1396.98 1 2.76e-05 0.211293\n", " 128 1396.98 1 8.51e-05 0.21118\n", " 129 1396.98 0.853 9.19e-05 0.211315\n", " 130 1396.98 1 4.71e-05 0.211315\n", " 131 1396.98 1 0.000131 0.211306\n", " 132 1396.98 1 0.000199 0.213678\n", " 133 1396.98 1 0.000278 0.222311\n", " 134 1396.98 1 0.000249 0.247695\n", " 135 1396.98 1 0.000187 0.260079\n", " 136 1396.98 1 0.000127 0.265866\n", " 137 1396.98 1 8.87e-05 0.267298\n", " 138 1396.98 1 6.23e-05 0.267832\n", " 139 1396.98 1 4.89e-05 0.267902\n", " 140 1396.98 1 3.4e-05 0.267915\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Parameters converged to within tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 250230\n", " 1 249649 0.00118 -2.45e+05 3.5133\n", " 2 218423 0.0672 -2.24e+05 3.5133\n", " 3 217544 0.00206 -2.13e+05 3.5133\n", " 4 97026.3 0.302 -2.27e+05 3.5133\n", " 5 68004.9 0.189 -6.34e+04 3.5133\n", " 6 33008.9 0.336 -4.18e+04 3.5133\n", " 7 2196.62 0.69 -722 3.5133\n", " 8 1809.54 0.515 -271 3.5133\n", " 9 1602.44 1 -12.1 3.5133\n", " 10 1530.58 1 -12.4 3.33476\n", " 11 1547.46 0.638 989 1.11159\n", " 12 1514.19 1 -2.4 2.22318\n", " 13 1488.85 0.534 -147 0.774249\n", " 14 1468.22 0.274 -37.2 0.774249\n", " 15 1456.15 0.305 -18.7 0.774249\n", " 16 1453.97 0.235 -4.04 0.774249\n", " 17 1450.14 1 -0.779 0.774249\n", " 18 2099.42 0.438 3.37e+03 0.258083\n", " 19 2116.36 0.492 3.15e+03 0.516166\n", " 20 2209.25 0.881 2.05e+03 2.06466\n", " 21 1444.06 1 1.88 16.5173\n", " 22 1437.75 1 -1.89 16.4493\n", " 23 1434.4 1 -1.18 8.95961\n", " 24 1431.28 1 -1.15 6.72732\n", " 25 1428.05 1 -0.766 4.92115\n", " 26 1424.83 1 -1.02 4.61238\n", " 27 1422.05 1 -1.01 4.06325\n", " 28 1418.96 1 -1.31 3.29001\n", " 29 1416.61 0.316 -3.62 1.97799\n", " 30 1406.98 0.891 -5.19 1.97799\n", " 31 1394.68 0.614 -8.37 1.97799\n", " 32 1385.2 1 -1.74 1.97799\n", " 33 1384.13 1 -0.283 0.659329\n", " 34 1383.05 1 -0.44 0.284233\n", " 35 1381.52 1 -0.677 0.203856\n", " 36 1376.37 1 -2.39 0.106798\n", " 37 1376.33 0.000901 -24.3 0.0637549\n", " 38 1376.29 0.000781 -23.7 0.0637549\n", " 39 1330.89 1 -22.1 0.0637549\n", " 40 1214.08 0.22 -238 0.0212516\n", " 41 1129.04 0.212 -177 0.0212516\n", " 42 987.186 1 -0.477 0.0212516\n", " 43 1427.45 0.827 1.06e+03 0.00708388\n", " 44 1034.88 1 86.3 0.0141678\n", " 45 985.304 1 -0.341 0.056671\n", " 46 994.2 1 16.5 0.0188903\n", " 47 985.467 1 0.801 0.0377807\n", " 48 984.955 1 -0.113 0.151123\n", " 49 984.969 1 0.363 0.0503742\n", " 50 984.768 1 -0.0479 0.100748\n", " 51 985.103 1 0.727 0.0335828\n", " 52 984.696 1 0.01 0.0671656\n", " 53 984.7 1 0.0663 0.0389565\n", " 54 984.644 1 -0.0117 0.0779131\n", " 55 984.75 1 0.203 0.025971\n", " 56 984.639 1 0.00649 0.051942\n", " 57 984.628 1 -0.00233 0.0522348\n", " 58 984.625 1 0.00246 0.032291\n", " 59 984.618 1 -0.00194 0.0324785\n", " 60 984.615 1 0.00118 0.0159826\n", " 61 984.609 1 -0.00196 0.0159803\n", " 62 984.605 1 0.00207 0.00535942\n", " 63 984.598 1 -0.00199 0.00535942\n", " 64 984.592 1 -0.00233 0.00178647\n", " 65 984.589 1 -0.00122 0.00145127\n", " 66 984.585 1 -0.00167 0.000574237\n", " 67 984.582 1 -0.0013 0.000374837\n", " 68 984.579 1 -0.00111 0.00023443\n", " 69 984.577 1 -0.000954 0.000147762\n", " 70 983.994 0.217 -1.27 9.22505e-05\n", " 71 981.631 0.781 -0.521 9.22505e-05\n", " 72 981.267 1 -0.0615 9.22505e-05\n", " 73 981.24 1 -0.0033 3.07502e-05\n", " 74 981.237 1 -0.000478 1.02501e-05\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Norm of gradient less than tolerance. \n", "\n", " Directional \n", " Iteration Residual Step-size derivative Lambda\n", " 0 973.988\n", " 1 974.007 1 0.0237 4.18945e-08\n", " 2 973.989 1 0.00564 8.37889e-08\n", " 3 973.984 0.916 -0.000163 3.35156e-07\n", " 4 973.984 1 3.82e-06 3.35156e-07\n", " 5 973.984 0.0474 -5.11e-05 1.25863e-07\n", " 6 973.984 1 -2.96e-05 1.25863e-07\n", " 7 973.983 1 -3.82e-05 6.95889e-08\n", " 8 973.984 0.053 2.29 3.96237e-08\n", " 9 973.983 0.103 -2.86e-05 7.92474e-08\n", " 10 973.983 1 -2.29e-05 7.92474e-08\n", " 11 973.983 1 -3.63e-05 3.30213e-08\n", " 12 973.983 1 -3.46e-05 1.94013e-08\n", " \n", " Optimization terminated: Constrained optimum found.\n", " Norm of gradient less than tolerance. \n", "\n", "\tEstimation completed in 335.6700 seconds.\n", "\n", "\tPreprocessing time: 12.2600 s\n", "\n", "\tComputation time: 322.8200 s\n", "\n", "\tPostprocessing time: 0.5900 s\n", "\n", "\n", " ========== Varying ex_1 upward from 1 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 0.768286 0.0438211 0.0438211 -0.000006 0.000000 0 0 1 4.18945e-08\n", " 2 1.536577 0.0619744 0.0181534 -0.000001 0.000000 0 0 1 1.39648e-08\n", " 3 2.304868 0.075904 0.0139296 -0.000001 0.000000 0 0 1 4.65494e-09\n", " 4 3.073159 0.0876473 0.0117432 -0.000000 0.000000 0 0 1 1.55165e-09\n", " 5 3.841452 0.0979934 0.0103461 0.000001 0.000000 0 0 1 5.17216e-10\n", " 6 4.022884 0.100281 0.0022876 0.000000 0.000000 0 0 0.245 1.72405e-10\n", "\n", " ========== Varying ex_1 downward from 1 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 0.766577 0.0438189 0.0438189 0.000013 0.001728 13 0 1 4.18945e-08\n", " 2 1.534869 0.0619734 0.0181545 0.000001 0.000000 0 0 1 1.39648e-08\n", " 3 2.303161 0.0759034 0.01393 0.000000 0.000000 0 0 1 4.65494e-09\n", " 4 3.071453 0.0876465 0.0117431 0.000000 0.000000 0 0 1 1.55165e-09\n", " 5 3.839747 0.0979919 0.0103454 0.000002 0.000000 0 0 1 5.17216e-10\n", " 6 3.948572 0.0993702 0.00137835 0.000000 0.000000 0 0 0.147 1.72405e-10\n", "\n", " ========== Varying R1 upward from 1e-07 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 0.768292 8.74696e-05 8.74696e-05 -0.000000 0.000000 0 0 1 4.18945e-08\n", " 2 1.536553 0.000123785 3.63154e-05 -0.000030 0.000000 1 0 1 1.39648e-08\n", " 3 2.304832 0.00015165 2.78653e-05 -0.000013 0.000000 1 0 1 4.65494e-09\n", " 4 2.632572 0.000162089 1.04387e-05 -0.000002 0.000000 0 0 0.444 1.55165e-09\n", " 5 3.400858 0.000184257 2.21683e-05 -0.000006 0.000000 0 0 1 1.55165e-09\n", " 6 3.481594 0.000186433 2.17617e-06 0.000001 0.000000 0 0 0.11 5.17216e-10\n", " 7 4.249883 0.000206001 1.95676e-05 -0.000003 0.000000 0 0 1 5.17216e-10\n", "\n", " ========== Varying R1 downward from 1e-07 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", "\n", " ========== Varying R2 exch upward from 1.193e-07 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 -0.003372 5734.86 5734.86 0.005277 0.003365 4 0 1 4.18945e-08\n", " 2 -0.003420 15482.1 9747.26 0.023424 0.015413 5 0 1 1.39648e-08\n", " 3 -0.003421 890339 874857 -0.000000 0.000000 0 0 1 4.65494e-09\n", " 4 -0.003420 2.40564e+06 1.5153e+06 0.000000 0.000000 0 0 1 1.55165e-09\n", " 5 -0.003420 5.03021e+06 2.62457e+06 0.000000 0.000000 0 0 1 5.17216e-10\n", " 6 -0.003419 9.57609e+06 4.54589e+06 0.000001 0.000000 0 0 1 1.72405e-10\n", " 7 -0.003421 1e+07 423904 -0.000002 0.000000 0 0 0.0538 5.74685e-11\n", " 8 0.021209 1e+07 0.0109802 -0.000003 0.000000 0 0 0.179 5.74685e-11\n", " 9 0.141168 1e+07 0.0156052 0.000077 0.000029 3 0 0.304 5.74685e-11\n", " 10 0.910687 1e+07 0.0401413 0.001985 0.000758 8 0 1 5.74685e-11\n", " 11 1.331890 1e+07 0.0138549 0.000285 0.000020 7 0 0.585 1.91562e-11\n", " 12 1.418107 1e+07 0.00254858 0.000015 0.000003 9 0 0.125 1.91562e-11\n", " 13 2.187138 1e+07 0.0199513 0.000783 0.000044 10 0 1 1.91562e-11\n", " 14 2.956028 1e+07 0.0166272 0.000639 0.000041 8 0 1 6.38538e-12\n", " 15 3.472166 1e+07 0.00995239 0.000247 0.000018 12 0 0.684 2.12846e-12\n", " 16 4.240935 1e+07 0.0135247 0.000508 0.000030 8 0 1 2.12846e-12\n", "\n", " ========== Varying R2 exch downward from 1.193e-07 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", "\n", " ========== Varying R5 net upward from -1e-07 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", "\n", " ========== Varying R5 net downward from -1e-07 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 0.005222 0.0029882 0.0029882 -0.003718 0.759126 17 0 1 4.18945e-08\n", " 2 0.381475 0.0280611 0.0250729 -0.008395 0.383644 10 0 1 1.39648e-08\n", " 3 1.072903 0.0763715 0.0483104 -0.074582 0.002281 1 0 1 4.65494e-09\n", " 4 1.751249 0.13334 0.0569688 -0.087450 0.002496 8 0 1 1.55165e-09\n", " 5 1.917809 0.149341 0.0160012 -0.006022 0.000199 1 0 0.23 5.17216e-10\n", " 6 2.563191 0.223104 0.0737628 -0.118870 0.004040 1 0 1 5.17216e-10\n", " 7 2.688866 0.24064 0.017536 -0.005844 0.000159 1 0 0.178 1.72405e-10\n", " 8 3.247648 0.347067 0.106427 -0.200000 0.009510 1 0 1 1.72405e-10\n", " 9 0.093755 0.533919 0.186852 -0.496629 3.425565 25 0 1 5.74685e-11\n", " 10 0.117171 0.581749 0.0478295 0.572556 0.811531 8 13 1 1.3164\n", " 11 0.868240 0.603463 0.0217144 -0.005890 0.002587 5 0 1 0.57322\n", " 12 1.634878 0.616007 0.0125439 0.000009 0.000000 0 0 1 0.191073\n", " 13 2.395097 0.625847 0.00984001 0.014501 0.021651 6 0 1 0.0636911\n", " 14 3.162074 0.634294 0.00844678 0.091749 0.092120 6 0 1 0.0212304\n", " 15 3.928696 0.641801 0.00750777 0.124218 0.125281 6 0 1 0.011777\n", "\n", " ========== Varying R5 exch upward from 0.18 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 0.000006 540.558 540.558 0.000002 0.000000 0 0 1 4.18945e-08\n", " 2 -0.003222 549969 549429 0.084123 0.094777 15 0 1 1.39648e-08\n", " 3 -0.100349 2.20522e+06 1.65525e+06 0.233695 0.041404 9 0 1 4.65494e-09\n", " 4 -0.091125 3.37728e+06 1.17206e+06 0.000002 0.000000 0 0 1 1.55165e-09\n", " 5 -0.080470 6.55854e+06 3.18126e+06 -0.000001 0.000000 0 0 1 5.17216e-10\n", " 6 -0.103436 1e+07 3.44146e+06 0.000362 0.052651 5 0 0.167 1.72405e-10\n", " 7 -0.286849 1e+07 0 1165.667351 1165.666838 21 0 0.803 1.72405e-10\n", " 8 -0.286841 1e+07 0 -0.000001 0.000000 0 21 1 1.9877e+08\n", " 9 0.113083 1e+07 0 0.000000 0.000000 0 14 1 1.23857e+08\n", " 10 0.745609 1e+07 0 -0.000000 0.000000 0 14 1 1.23857e+08\n", " 11 1.433388 1e+07 0 0.000001 0.000000 0 14 1 1.23857e+08\n", " 12 2.145021 1e+07 0 -0.000000 0.000000 0 14 1 1.23857e+08\n", " 13 2.869787 1e+07 0 -0.000001 0.000000 0 14 1 1.23857e+08\n", " 14 3.602819 1e+07 0 -0.000001 0.000000 0 14 1 1.23857e+08\n", " 15 4.341516 1e+07 0 0.000001 0.000000 0 14 1 1.23857e+08\n", "\n", " ========== Varying R5 exch downward from 0.18 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 0.000105 0.180026 0.180026 0.000001 0.000000 0 0 0.000394 4.18945e-08\n", "\n", " ========== Varying R7 net upward from -0.5975 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 -0.001525 0.000915319 0.000915319 -0.001318 0.239502 12 0 0.313 4.18945e-08\n", " 2 0.006677 0.00326218 0.00234687 0.001783 0.761852 4 0 1 4.18945e-08\n", " 3 0.023732 0.00556788 0.0023057 0.001741 0.752971 6 0 1 1.39648e-08\n", " 4 0.049361 0.00784724 0.00227936 0.001716 0.744377 15 0 1 4.65494e-09\n", " 5 0.083465 0.0101053 0.00225807 0.001697 0.735883 4 0 1 1.55165e-09\n", " 6 0.125865 0.0123437 0.00223842 0.001682 0.727573 4 0 1 5.17216e-10\n", " 7 0.176414 0.0145635 0.00221977 0.001667 0.719410 3 0 1 1.72405e-10\n", " 8 0.234892 0.0167651 0.00220157 0.001653 0.711466 3 0 1 5.74685e-11\n", " 9 0.339210 0.0201041 0.003339 -0.000862 0.663108 5 3 1 1.22599e-09\n", " 10 0.417178 0.0222614 0.00215732 0.001620 0.691944 5 0 1 4.08665e-10\n", " 11 0.502556 0.0244017 0.00214033 0.001605 0.684519 3 0 1 1.36222e-10\n", " 12 0.595196 0.0265253 0.00212354 0.001593 0.677245 5 0 1 4.54072e-11\n", " 13 0.695006 0.0286323 0.00210709 0.001581 0.670063 4 0 1 1.51357e-11\n", " 14 0.760361 0.0299273 0.00129491 0.000629 0.410667 4 3 0.62 3.22895e-10\n", " 15 0.871307 0.0320086 0.00208136 0.001562 0.658908 4 0 1 3.22895e-10\n", " 16 0.891383 0.0323833 0.000374662 -0.056319 0.062469 10 0 0.181 1.07632e-10\n", " 17 1.072640 0.035474 0.00309074 0.003664 0.590695 9 0 1 1.07632e-10\n", " 18 1.202887 0.0375305 0.0020565 -0.000087 0.387395 8 0 0.675 3.58773e-11\n", " 19 1.417051 0.0406773 0.00314682 -0.000839 0.553286 30 2 1 2.87018e-10\n", " 20 1.434222 0.0409202 0.000242873 0.000306 0.046451 4 0 0.0828 9.56727e-11\n", " 21 1.664613 0.0441275 0.00320733 -0.001000 0.536900 15 0 1 9.56727e-11\n", " 22 1.893818 0.0472599 0.00313236 -0.000766 0.538321 7 0 1 3.18909e-11\n", " 23 2.123642 0.050325 0.00306512 -0.000579 0.537889 7 0 1 1.06303e-11\n", " 24 2.354794 0.0533269 0.00300189 -0.000413 0.536726 9 0 1 3.54343e-12\n", " 25 2.586781 0.056257 0.00293006 -0.000236 0.536072 10 0 1 1.18114e-12\n", " 26 2.647709 0.0564873 0.000230354 0.000000 0.000000 0 0 0.0797 3.93715e-13\n", " 27 2.841440 0.0593722 0.00288492 -0.000136 0.574424 9 2 1 3.14972e-12\n", " 28 3.079770 0.0622058 0.00283351 0.000211 0.530170 9 1 1 2.09981e-12\n", " 29 3.321232 0.0649905 0.00278479 0.000281 0.527110 11 1 1 1.39988e-12\n", " 30 3.346442 0.0652762 0.000285637 0.000193 0.054677 7 1 0.104 9.3325e-13\n", " 31 3.591520 0.0680113 0.00273507 0.000740 0.523952 9 2 1 7.466e-12\n", " 32 3.839727 0.0707023 0.00269108 0.000272 0.520356 10 2 1 1.99093e-11\n", " 33 4.091616 0.0733529 0.0026506 0.000947 0.517347 7 1 1 1.32729e-11\n", "\n", " ========== Varying R7 net downward from -0.5975 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 0.089721 0.0105527 0.0105527 -0.012923 0.665569 10 0 1 4.18945e-08\n", " 2 0.299793 0.0192634 0.00871075 -0.010944 0.547274 7 5 1 5.72e-05\n", " 3 0.585122 0.0268919 0.0076284 -0.008645 0.474317 12 0 1 1.90667e-05\n", " 4 0.920903 0.0337735 0.00688166 -0.007135 0.425376 10 0 1 6.35555e-06\n", " 5 1.294225 0.0401014 0.00632793 -0.006107 0.388863 10 0 1 2.11852e-06\n", " 6 1.696916 0.0459972 0.00589578 -0.005360 0.360241 9 0 1 7.06172e-07\n", " 7 2.123410 0.0515436 0.00554639 -0.004791 0.337007 8 0 1 2.35391e-07\n", " 8 2.281366 0.0534595 0.00191591 -0.000573 0.116660 8 0 0.364 7.84636e-08\n", " 9 2.734004 0.0586232 0.00516371 -0.004203 0.311450 10 0 1 7.84636e-08\n", " 10 2.929216 0.060723 0.00209975 -0.000697 0.126784 8 0 0.426 2.61545e-08\n", " 11 3.126973 0.0627832 0.0020602 -0.000673 0.124107 7 0 0.425 2.61545e-08\n", " 12 3.305879 0.0645942 0.00181101 -0.000522 0.108899 7 0 0.38 2.61545e-08\n", " 13 3.525363 0.0667535 0.00215934 -0.000744 0.129473 7 0 0.46 2.61545e-08\n", " 14 3.744120 0.0688432 0.00208964 -0.000700 0.124999 7 0 0.453 2.61545e-08\n", " 15 3.972500 0.0709639 0.00212077 -0.000723 0.126545 7 0 0.468 2.61545e-08\n", "\n", " ========== Varying R7 exch upward from 0.09011 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 -0.000332 2559.48 2559.48 0.004631 0.004449 4 0 1 4.18945e-08\n", " 2 -0.006209 639374 636815 0.000025 0.000055 1 0 1 1.39648e-08\n", " 3 -0.006207 1.73813e+06 1.09876e+06 0.000000 0.000000 0 0 1 4.65494e-09\n", " 4 -0.006196 3.64114e+06 1.90301e+06 0.000001 0.000000 0 0 1 1.55165e-09\n", " 5 0.006613 6.90949e+06 3.26834e+06 0.000005 0.000000 0 0 1 5.17216e-10\n", " 6 0.010688 1e+07 3.09051e+06 0.000001 0.000000 0 0 0.544 1.72405e-10\n", " 7 0.067254 1e+07 1.59349e-05 -0.000010 0.000000 0 0 0.074 1.72405e-10\n", " 8 0.135810 1e+07 2.2836e-05 -0.000005 0.000000 0 0 0.0894 1.72405e-10\n", " 9 0.000160 1e+07 0.000135649 -0.000226 0.543582 4 0 0.532 1.72405e-10\n", " 10 0.006932 1e+07 0.00293205 -0.184825 0.576694 7 0 1 1.72405e-10\n", " 11 0.009940 1e+07 0.000534754 0.131713 0.240255 5 0 0.146 5.74685e-11\n", " 12 0.013482 1e+07 0.00050137 -0.060272 0.093479 6 0 0.205 5.74685e-11\n", " 13 0.019800 1e+07 0.000826549 0.216129 0.380891 5 0 0.224 5.74685e-11\n", " 14 0.030090 1e+07 0.00112207 -0.132244 0.215569 9 0 0.467 5.74685e-11\n", " 15 0.050189 1e+07 0.0017271 0.508881 0.850589 6 0 0.473 5.74685e-11\n", " 16 0.088558 1e+07 0.00252063 -0.211819 0.518103 11 0 1 5.74685e-11\n", " 17 0.161733 1e+07 0.00358455 -0.007223 0.687894 8 0 1 1.91562e-11\n", " 18 0.216100 1e+07 0.00214499 -0.000428 0.431308 8 0 0.634 6.38538e-12\n", " 19 0.309875 1e+07 0.00313369 0.000046 0.592875 6 0 0.894 6.38538e-12\n", " 20 0.426638 1e+07 0.00328892 0.020785 0.672314 5 0 1 6.38538e-12\n", " 21 0.447018 1e+07 0.000524787 0.001201 0.107553 3 0 0.166 2.12846e-12\n", " 22 0.537853 1e+07 0.00220293 0.664915 1.113460 9 0 0.703 2.12846e-12\n", " 23 0.646734 1e+07 0.00240671 -0.191152 0.468258 12 0 1 2.12846e-12\n", " 24 0.699230 1e+07 0.0010859 -0.000153 0.198541 6 0 0.329 7.09487e-13\n", " 25 0.863252 1e+07 0.003147 -0.000779 0.603491 10 0 1 7.09487e-13\n", " 26 1.042079 1e+07 0.00309969 -0.000736 0.588730 8 0 1 2.36496e-13\n", " 27 1.158197 1e+07 0.000463983 0.000003 0.000000 0 0 0.152 7.88319e-14\n", " 28 1.153884 1e+07 0.00133736 -0.000152 0.339891 8 0 0.439 7.88319e-14\n", " 29 1.355048 1e+07 0.00302766 -0.000628 0.566500 9 0 1 7.88319e-14\n", " 30 1.456327 1e+07 0.00143802 -0.000123 0.267650 7 0 0.482 2.62773e-14\n", " 31 2.190169 1e+07 0.00998457 -0.010131 0.024318 10 0 1 2.62773e-14\n", " 32 2.421737 1e+07 0.00298379 -0.000366 0.536358 8 0 1 8.7591e-15\n", " 33 2.501762 1e+07 0.00101175 -0.000030 0.184504 8 0 0.346 2.9197e-15\n", " 34 2.736268 1e+07 0.00290782 -0.000189 0.533596 8 0 1 2.9197e-15\n", " 35 2.973414 1e+07 0.0028554 -0.000083 0.531063 10 0 1 9.73233e-16\n", " 36 3.502298 1e+07 0.00193483 0.000006 0.000000 0 0 0.69 3.24411e-16\n", " 37 3.380707 1e+07 0.00277731 0.000047 0.889929 13 0 1 3.24411e-16\n", " 38 3.626092 1e+07 0.00272802 0.000163 0.523069 12 0 1 1.08137e-16\n", " 39 3.874817 1e+07 0.00268494 0.000230 0.519797 9 0 1 3.60457e-17\n", "\n", " ========== Varying R7 exch downward from 0.09011 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 0.000000 0.090108 0.090108 0.000000 0.000000 0 0 3.53e-05 4.18945e-08\n", "\n", " ========== Varying R9 net upward from 0.08272 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 0.002390 0.00156738 0.00156738 -0.000661 0.104140 6 0 0.142 4.18945e-08\n", " 2 0.012768 0.00317097 0.00160359 0.001024 0.758929 8 0 1 4.18945e-08\n", " 3 0.072539 0.00686932 0.00369835 -0.004375 0.704110 8 0 1 1.39648e-08\n", " 4 0.109889 0.00839022 0.0015209 -0.004900 0.726037 20 0 1 4.65494e-09\n", " 5 0.604076 0.0192685 0.0108783 -0.017256 0.256849 10 0 1 1.55165e-09\n", " 6 0.683128 0.0204664 0.0011979 0.002848 0.692087 8 0 1 5.17216e-10\n", " 7 0.910723 0.023503 0.00303659 -0.000001 0.000000 0 0 0.3 1.72405e-10\n", " 8 0.018610 0.0334945 0.00999145 0.010867 1.671273 44 0 1 1.72405e-10\n", " 9 0.021965 0.0351029 0.00160844 0.001518 0.104286 13 0 0.144 5.74685e-11\n", " 10 0.631064 0.0537257 0.0186228 0.128536 0.231012 15 12 1 0.49365\n", " 11 1.334771 0.0628491 0.00912342 0.667002 0.703893 13 0 1 0.228338\n", " 12 2.056124 0.0702972 0.00744809 0.302592 0.326904 10 0 1 0.295256\n", " 13 2.779835 0.0770885 0.00679137 0.182707 0.205459 13 0 1 0.289366\n", " 14 3.515317 0.0836377 0.00654911 0.111431 0.124579 13 0 1 0.232555\n", " 15 4.264224 0.0900514 0.00641374 0.084208 0.090349 12 0 1 0.130022\n", "\n", " ========== Varying R9 net downward from 0.08272 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 0.766284 0.022663 0.022663 0.066741 0.067777 9 2 1 3.35156e-07\n", " 2 1.522797 0.032426 0.00976299 0.001468 0.013244 7 0 1 1.44354e-07\n", " 3 2.280814 0.0401428 0.00771682 -0.001888 0.008384 14 0 1 4.81179e-08\n", " 4 3.038387 0.046843 0.00670024 0.022417 0.033079 15 2 1 1.28315e-07\n", " 5 3.794203 0.0529369 0.0060939 -0.004626 0.007835 34 4 1 2.1899e-05\n", " 6 4.545902 0.0586488 0.0057119 -0.005932 0.010661 99 0 1 7.29967e-06\n", "\n", " ========== Varying R9 exch upward from 1.161 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 0.659955 0.288106 0.288106 0.064410 0.172444 10 2 1 3.35156e-07\n", " 2 1.067650 0.383561 0.0954555 -0.015930 0.344660 14 0 1 1.4135e-07\n", " 3 1.421044 0.458139 0.0745782 -0.011339 0.403554 13 0 1 4.71167e-08\n", " 4 1.524349 0.479049 0.0209095 -0.000854 0.060622 12 0 0.221 1.57056e-08\n", " 5 1.593849 0.492889 0.0138403 -0.000397 0.069081 7 0 0.185 1.57056e-08\n", " 6 2.083136 0.587696 0.0948068 -0.018747 0.260257 18 0 1 1.57056e-08\n", " 7 2.491242 0.664117 0.0764212 -0.012921 0.347265 10 0 1 5.23519e-09\n", " 8 2.914805 0.741963 0.0778453 -0.013359 0.331368 11 0 1 1.74506e-09\n", " 9 3.351779 0.821537 0.0795743 -0.013759 0.317559 9 0 1 5.81688e-10\n", " 10 3.759603 0.895651 0.0741143 -0.011654 0.277455 9 0 0.908 1.93896e-10\n", " 11 3.823608 0.907296 0.0116446 -0.000276 0.041280 7 0 0.139 1.93896e-10\n", " 12 4.283625 0.991271 0.0839752 -0.014507 0.293769 9 0 1 1.93896e-10\n", "\n", " ========== Varying R9 exch downward from 1.161 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 -0.002447 0.0100625 0.0100625 0.000440 0.286306 11 0 0.371 4.18945e-08\n", " 2 0.012009 0.0365587 0.0264963 0.002486 0.756319 14 0 1 4.18945e-08\n", " 3 1.080406 0.264606 0.228048 0.480401 0.180296 10 0 1 1.39648e-08\n", " 4 0.025435 0.342456 0.0778497 0.045055 1.868318 41 0 1 1.41845e-08\n", " 5 1.058823 0.509425 0.166969 0.439897 0.118204 18 10 1 0.634605\n", " 6 1.835755 0.559804 0.0503798 0.070436 0.051475 19 0 1 0.634605\n", " 7 2.587871 0.600414 0.0406099 0.291116 0.290911 15 0 1 0.253736\n", " 8 3.341536 0.637371 0.0369569 0.174305 0.169595 10 0 1 0.247874\n", " 9 3.796195 0.658359 0.0209875 0.025427 0.333053 5 0 1 0.195241\n", " 10 4.574669 0.692164 0.0338056 0.141742 0.122920 10 0 1 0.0650802\n", "\n", " ========== Varying R11 net upward from 0.2005 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 0.018759 0.00239449 0.00239449 -0.006670 0.742863 23 0 1 4.18945e-08\n", " 2 0.088349 0.00482065 0.00242615 -0.006683 0.692018 10 0 1 1.39648e-08\n", " 3 0.194644 0.00727966 0.00245901 -0.006693 0.655304 10 0 1 4.65494e-09\n", " 4 0.324700 0.0102003 0.00292065 -0.008950 0.629282 6 0 1 1.55165e-09\n", " 5 0.457787 0.0131492 0.00294885 -0.008878 0.626326 6 0 1 5.17216e-10\n", " 6 0.594193 0.0161249 0.00297571 -0.008797 0.623089 7 0 1 1.72405e-10\n", " 7 0.731164 0.0190543 0.00292943 -0.007869 0.623452 5 0 1 5.74685e-11\n", " 8 0.872489 0.0220124 0.00295811 -0.007799 0.619168 9 0 1 1.91562e-11\n", " 9 1.018656 0.0249996 0.00298716 -0.007730 0.614395 7 0 1 6.38538e-12\n", " 10 1.170180 0.0280162 0.00301664 -0.007653 0.609115 6 0 1 2.12846e-12\n", " 11 1.328183 0.031063 0.00304681 -0.005388 0.604901 25 1 1 1.41897e-12\n", " 12 1.342550 0.0313461 0.0002831 -0.000064 0.056190 5 0 0.092 4.72991e-13\n", " 13 1.506514 0.0344253 0.00307922 -0.007531 0.596796 7 0 1 4.72991e-13\n", " 14 1.677536 0.0375352 0.00310987 -0.007441 0.589829 5 1 1 3.15328e-13\n", " 15 1.855817 0.0406758 0.00314055 -0.007411 0.582599 12 0 1 1.05109e-13\n", " 16 1.957086 0.0424149 0.00173911 -0.002218 0.317550 5 0 0.548 3.50364e-14\n", " 17 2.150967 0.045658 0.00324313 -0.008083 0.566328 6 0 1 3.50364e-14\n", " 18 2.350279 0.0488794 0.00322144 -0.007266 0.561713 8 0 1 1.16788e-14\n", " 19 2.448730 0.0504307 0.00155126 -0.002006 0.402156 4 0 0.654 3.89293e-15\n", " 20 2.511925 0.051413 0.000982327 -0.000649 0.166834 6 0 0.3 3.89293e-15\n", " 21 2.727726 0.0546919 0.00327891 -0.007172 0.545320 7 0 1 3.89293e-15\n", " 22 2.843138 0.0563995 0.00170761 -0.002033 0.273177 4 0 0.509 1.29764e-15\n", " 23 3.107927 0.0602041 0.00380451 0.066004 0.569418 10 3 1 8.30492e-14\n", " 24 3.351297 0.063571 0.00336694 -0.007038 0.517884 4 0 1 3.5835e-14\n", " 25 3.605949 0.0669717 0.00340076 -0.006991 0.506649 4 0 1 1.1945e-14\n", " 26 3.879935 0.0705023 0.00353052 -0.007049 0.487258 2 0 1 3.98167e-15\n", "\n", " ========== Varying R11 net downward from 0.2005 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 0.815376 0.0137938 0.0137938 0.164009 0.116573 11 2 1 3.35156e-07\n", " 2 0.996300 0.0153288 0.00153497 0.001960 0.589309 10 0 1 2.71782e-07\n", " 3 1.336924 0.017691 0.00236227 0.171329 0.598772 31 3 1 5.79801e-06\n", " 4 1.355558 0.0178109 0.000119859 0.000012 0.039904 2 0 0.0767 4.80904e-06\n", " 5 1.582641 0.0192049 0.00139398 0.001590 0.460249 12 0 0.894 4.80904e-06\n", " 6 1.867938 0.0208137 0.00160888 0.002228 0.484422 8 0 1 4.80904e-06\n", " 7 2.149919 0.0222809 0.00146716 0.001718 0.487748 8 0 1 1.60301e-06\n", " 8 2.439775 0.0236863 0.00140543 0.001511 0.479854 7 0 1 5.34338e-07\n", " 9 0.630998 0.0250577 0.00137132 0.001412 2.578451 50 0 1 1.78113e-07\n", " 10 1.392431 0.0307158 0.00565814 0.009660 0.006990 12 9 1 0.996078\n", " 11 2.160368 0.0348992 0.00418343 0.019300 0.015262 12 0 1 0.332026\n", " 12 2.932340 0.038372 0.00347276 0.520699 0.510583 17 0 1 0.110675\n", " 13 3.704220 0.0413965 0.00302451 0.363752 0.354265 12 0 1 0.114976\n", " 14 4.473262 0.0441131 0.00271656 0.299746 0.293104 14 0 1 0.114939\n", "\n", " ========== Varying R11 exch upward from 1e-07 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 0.743931 0.0057279 0.0057279 -0.015869 0.008480 6 0 1 4.18945e-08\n", " 2 1.416957 0.011145 0.00541707 -0.016149 0.079116 12 0 1 1.39648e-08\n", " 3 2.077744 0.0166841 0.00553918 -0.016157 0.091348 8 0 1 4.65494e-09\n", " 4 2.537160 0.0206775 0.00399335 -0.006859 0.000891 7 0 0.609 1.55165e-09\n", " 5 3.177745 0.0264494 0.00577194 -0.016188 0.111518 9 0 1 1.55165e-09\n", " 6 3.925014 0.033497 0.00704752 -0.018905 0.002118 11 0 1 5.17216e-10\n", "\n", " ========== Varying R11 exch downward from 1e-07 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", "\n", " ========== Varying R13 net upward from -0.008491 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 0.160408 0.00197325 0.00197325 0.284603 0.239991 12 0 0.173 4.18945e-08\n", " 2 0.797979 0.0131762 0.0112029 0.745238 0.868149 20 6 1 0.0013728\n", " 3 1.219520 0.0202743 0.00709817 0.053670 0.397700 16 0 1 0.00244059\n", " 4 1.905600 0.0304274 0.010153 -0.008784 0.070741 12 1 1 0.00169598\n", " 5 2.073171 0.0327284 0.00230108 -0.002211 0.005895 8 0 0.249 0.000565327\n", " 6 2.108689 0.0332418 0.000513363 -0.000107 0.003800 6 0 0.0569 0.000565327\n", " 7 2.842331 0.0422167 0.00897491 -0.030800 0.003799 4 0 1 0.000565327\n", " 8 3.585654 0.0503117 0.00809498 -0.021777 0.003185 8 0 1 0.000188442\n", " 9 4.335849 0.057677 0.00736532 -0.016021 0.002073 10 0 1 6.28141e-05\n", "\n", " ========== Varying R13 net downward from -0.008491 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 0.001356 0.000119383 0.000119383 -0.000690 0.766244 11 0 1 4.18945e-08\n", " 2 0.020562 0.000269158 0.000149775 -0.004654 0.744422 17 0 1 1.39648e-08\n", " 3 0.039074 0.000358152 8.89939e-05 -0.001587 0.440203 12 0 0.599 4.65494e-09\n", " 4 0.041126 0.000366802 8.65005e-06 -0.000015 0.042401 6 0 0.0579 4.65494e-09\n", " 5 0.103108 0.000566508 0.000199706 -0.011564 0.694733 10 0 1 4.65494e-09\n", " 6 0.167346 0.000717734 0.000151226 -0.004489 0.699565 11 0 1 1.55165e-09\n", " 7 0.208368 0.000799794 8.20599e-05 -0.001352 0.365848 11 0 0.532 5.17216e-10\n", " 8 0.284050 0.000932864 0.00013307 -0.003501 0.689109 15 0 1 5.17216e-10\n", " 9 0.411810 0.00112332 0.000190455 -0.007901 0.632631 13 0 1 1.72405e-10\n", " 10 0.490196 0.00122605 0.000102734 -0.002845 0.258005 9 0 0.442 5.74685e-11\n", " 11 0.618950 0.00137893 0.000152878 -0.003153 0.636385 9 0 1 5.74685e-11\n", " 12 0.768958 0.00153887 0.000159943 -0.004582 0.613702 12 0 1 1.91562e-11\n", " 13 0.959342 0.00172169 0.000182813 -0.004594 0.573313 10 0 1 6.38538e-12\n", " 14 1.164393 0.00190007 0.000178381 -0.006857 0.556384 9 0 1 2.12846e-12\n", " 15 1.261745 0.00197914 7.90723e-05 0.069917 0.304297 6 0 0.432 7.09487e-13\n", " 16 1.495779 0.00215948 0.000180335 -0.006787 0.527472 12 0 1 7.09487e-13\n", " 17 1.605124 0.00223894 7.94623e-05 -0.001294 0.224227 10 0 0.436 2.36496e-13\n", " 18 1.870700 0.00242197 0.000183029 -0.006780 0.495936 11 0 1 2.36496e-13\n", " 19 2.158310 0.00260695 0.00018498 -0.006780 0.473901 11 0 1 7.88319e-14\n", " 20 2.346029 0.00272153 0.00011458 -0.002547 0.280330 9 0 0.613 2.62773e-14\n", " 21 2.670211 0.00290975 0.000188227 -0.006475 0.437635 10 1 1 5.25546e-14\n", " 22 2.743989 0.00295114 4.13884e-05 -0.000322 0.091977 6 0 0.216 1.75182e-14\n", " 23 3.093149 0.00314032 0.000189176 -0.006750 0.412382 9 0 1 1.75182e-14\n", " 24 3.442501 0.00332004 0.000179718 -0.005275 0.413665 12 2 1 4.67152e-14\n", " 25 3.513174 0.00335535 3.5314e-05 -0.000154 0.087398 10 0 0.206 1.55717e-14\n", " 26 4.154499 0.00366237 0.00030702 -0.003603 0.000396 11 0 0.847 1.55717e-14\n", "\n", " ========== Varying R13 exch upward from 1e-07 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 0.358237 0.00687109 0.00687109 -0.041643 0.368282 18 2 1 3.35156e-07\n", " 2 0.811789 0.015101 0.00822991 -0.035444 0.279295 12 0 1 1.11719e-07\n", " 3 0.859115 0.015928 0.000827008 -0.001762 0.257426 11 0 0.4 3.72396e-08\n", " 4 1.464537 0.0259146 0.00998657 -0.052876 0.109983 16 0 1 3.72396e-08\n", " 5 1.948203 0.0331225 0.00720791 -0.020926 0.263697 11 0 1 1.24132e-08\n", " 6 2.446540 0.0399111 0.00678866 -0.017034 0.252921 13 0 1 4.13773e-09\n", " 7 3.184776 0.0489718 0.00906067 -0.027209 0.002847 5 0 1 1.37924e-09\n", " 8 3.931413 0.057167 0.00819519 -0.019578 0.002076 11 0 1 4.59748e-10\n", "\n", " ========== Varying R13 exch downward from 1e-07 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", "\n", " ========== Varying R15 upward from 0.04668 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 0.003686 0.000298452 0.000298452 -0.006053 0.758522 16 0 1 4.18945e-08\n", " 2 0.047834 0.000822303 0.00052385 0.005369 0.729499 13 5 1 5.72e-05\n", " 3 0.121948 0.00129214 0.000469837 -0.006280 0.687898 16 0 1 1.90667e-05\n", " 4 0.228056 0.00176421 0.000472068 -0.005916 0.656269 14 0 1 6.35555e-06\n", " 5 0.357595 0.00221343 0.000449222 -0.005596 0.632726 18 0 1 2.11852e-06\n", " 6 0.479366 0.00256909 0.000355664 -0.005462 0.640913 17 0 1 7.06172e-07\n", " 7 0.669151 0.00304746 0.000478363 -0.005060 0.573446 14 0 1 2.35391e-07\n", " 8 0.889263 0.00352852 0.000481066 0.025073 0.573228 18 3 1 5.02167e-06\n", " 9 1.111278 0.00396079 0.000432272 -0.004571 0.541419 16 0 1 1.67389e-06\n", " 10 1.387149 0.00444635 0.000485556 -0.004343 0.488077 16 0 1 5.57963e-07\n", " 11 1.399880 0.00446732 2.09721e-05 0.006153 0.034297 12 0 0.0539 1.85988e-07\n", " 12 1.411374 0.00448648 1.91607e-05 0.003245 0.032779 10 0 0.0539 1.85988e-07\n", " 13 1.753900 0.00502986 0.000543377 -0.007427 0.418338 8 0 1 1.85988e-07\n", " 14 1.982808 0.00536618 0.000336324 -0.004216 0.535142 15 0 1 6.19959e-08\n", " 15 2.239775 0.00572429 0.000358108 -0.006432 0.504887 8 0 1 2.06653e-08\n", " 16 2.660371 0.00627379 0.000549499 -0.006578 0.341117 8 0 1 6.88844e-09\n", " 17 2.954528 0.00663617 0.000362376 -0.005996 0.468138 8 0 1 2.29615e-09\n", " 18 3.429112 0.00719014 0.000553969 -0.006051 0.287657 8 0 1 7.65382e-10\n", " 19 3.935240 0.00774683 0.000556694 -0.005771 0.256392 8 0 1 2.55127e-10\n", "\n", " ========== Varying R15 downward from 0.04668 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 0.061810 0.000911245 0.000911245 -0.000978 0.705499 17 0 1 4.18945e-08\n", " 2 0.249220 0.00177324 0.000861995 -0.000163 0.580716 12 0 1 1.39648e-08\n", " 3 0.323156 0.00185514 8.18988e-05 -0.000001 0.000000 0 0 0.0963 4.65494e-09\n", " 4 0.596905 0.00270553 0.000850393 -0.000119 0.494423 12 0 1 4.65494e-09\n", " 5 0.782867 0.00308373 0.000378195 -0.000013 0.160800 12 0 0.452 1.55165e-09\n", " 6 1.129457 0.00367786 0.000594136 -0.000022 0.201727 13 0 0.714 1.55165e-09\n", " 7 1.724330 0.00450181 0.000823948 -0.000012 0.173407 9 0 1 1.55165e-09\n", " 8 0.339455 0.00531419 0.000812382 0.000028 2.153195 51 0 1 5.17216e-10\n", " 9 0.675347 0.00608866 0.000774468 -0.000368 0.432031 20 0 1 1.72405e-10\n", " 10 1.131292 0.00685231 0.000763647 -0.000342 0.312005 27 0 1 5.74685e-11\n", " 11 1.706308 0.00760527 0.000752962 -0.000313 0.192963 29 0 1 1.91562e-11\n", " 12 2.049802 0.00799088 0.000385607 -0.000082 0.054744 36 0 0.519 6.38538e-12\n", " 13 2.785704 0.00872972 0.000738847 -0.000250 0.032139 20 0 1 6.38538e-12\n", " 14 2.857233 0.00879846 6.87404e-05 -0.000003 0.000000 0 0 0.0932 2.12846e-12\n", " 15 2.962392 0.00889954 0.000101079 -0.000007 0.000000 0 0 0.137 2.12846e-12\n", " 16 3.705959 0.00963763 0.000738093 -0.000224 0.024500 11 0 1 2.12846e-12\n", " 17 4.454768 0.0103806 0.000742964 0.000062 0.019545 11 0 1 7.09487e-13\n", "\n", " ========== Varying R17 net upward from 0.02508 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 0.014921 0.000281914 0.000281914 -0.003150 0.750218 6 0 1 4.18945e-08\n", " 2 0.072288 0.000578414 0.0002965 0.000339 0.711263 6 0 1 1.39648e-08\n", " 3 0.163089 0.000861896 0.000283482 -0.003253 0.674237 4 0 1 4.65494e-09\n", " 4 0.287919 0.00114625 0.000284355 -0.003246 0.640216 3 0 1 1.55165e-09\n", " 5 0.454289 0.00144543 0.000299177 0.000268 0.602189 4 0 1 5.17216e-10\n", " 6 0.655868 0.0017455 0.000300073 0.000260 0.566973 4 0 1 1.72405e-10\n", " 7 0.879645 0.00203217 0.000286668 -0.003327 0.541188 3 0 1 5.74685e-11\n", " 8 1.133353 0.00231954 0.000287369 -0.003353 0.511230 3 0 1 1.91562e-11\n", " 9 1.416025 0.00260758 0.000288043 -0.003378 0.482242 3 0 1 6.38538e-12\n", " 10 1.726696 0.00289627 0.000288694 -0.003399 0.454221 3 0 1 2.12846e-12\n", " 11 2.064424 0.00318559 0.000289318 -0.003417 0.427147 3 0 1 7.09487e-13\n", " 12 2.428274 0.0034755 0.00028991 -0.003443 0.400998 3 0 1 2.36496e-13\n", " 13 2.661252 0.00365159 0.000176089 -0.001275 0.231285 3 0 0.606 7.88319e-14\n", " 14 3.065150 0.00394238 0.000290785 -0.003492 0.360902 4 0 1 7.88319e-14\n", " 15 3.492688 0.00423367 0.000291295 -0.003515 0.337238 3 0 1 2.62773e-14\n", " 16 3.943048 0.00452548 0.000291813 -0.003539 0.314392 3 0 1 8.7591e-15\n", "\n", " ========== Varying R17 net downward from 0.02508 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 0.049944 0.000472349 0.000472349 -0.001114 0.717234 7 0 1 4.18945e-08\n", " 2 0.218638 0.000954438 0.000482089 -0.000855 0.598738 4 0 1 1.39648e-08\n", " 3 0.504595 0.00142903 0.000474594 -0.000840 0.481493 5 0 1 4.65494e-09\n", " 4 0.909570 0.00189637 0.000467339 -0.000770 0.362546 3 0 1 1.55165e-09\n", " 5 1.434807 0.00235636 0.000459985 -0.000699 0.242355 5 0 1 5.17216e-10\n", " 6 2.081841 0.00280918 0.000452821 -0.000633 0.120624 3 0 1 1.72405e-10\n", " 7 2.836549 0.00325486 0.000445678 -0.000569 0.013014 2 0 1 5.74685e-11\n", " 8 3.096652 0.0034049 0.000150046 -0.000061 0.000097 1 0 0.339 1.91562e-11\n", " 9 3.863004 0.00384779 0.000442887 -0.000544 0.001396 2 0 1 1.91562e-11\n", "\n", " ========== Varying R17 exch upward from 0.004733 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 0.000008 48.638 48.638 0.000007 0.000000 0 0 0.453 4.18945e-08\n", " 2 0.000017 208354 208305 -0.000000 0.000000 0 0 1 4.18945e-08\n", " 3 0.000028 713394 505040 0.000001 0.000000 0 0 1 1.39648e-08\n", " 4 -0.000011 1.58818e+06 874782 -0.000001 0.000000 0 0 1 4.65494e-09\n", " 5 -0.000044 3.10334e+06 1.51517e+06 0.000003 0.000000 0 0 1 1.55165e-09\n", " 6 -0.000037 3.49112e+06 387781 -0.000002 0.000000 0 0 0.148 5.17216e-10\n", " 7 -0.000027 6.03771e+06 2.54658e+06 -0.000004 0.000000 0 0 1 5.17216e-10\n", " 8 -0.000035 6.70387e+06 666162 0.000001 0.000000 0 0 0.154 1.72405e-10\n", " 9 0.000082 1e+07 3.29613e+06 -0.000003 0.000000 0 0 0.725 1.72405e-10\n", " 10 1.050188 1e+07 0.00203149 0.369035 0.076075 5 2 1 1.37924e-09\n", " 11 1.592394 1e+07 0.000444321 -0.000772 0.225315 5 0 1 1.3788e-09\n", " 12 2.250134 1e+07 0.00043796 -0.000679 0.109873 3 0 1 4.59601e-10\n", " 13 0.642429 1e+07 0.000431601 -0.000597 2.375399 54 0 1 1.532e-10\n", " 14 1.065199 1e+07 0.000410967 -0.000935 0.344587 9 0 1 5.10668e-11\n", " 15 1.418208 1e+07 0.000278281 -0.000425 0.174159 9 0 0.687 1.70223e-11\n", " 16 2.025761 1e+07 0.000401076 -0.000803 0.159935 12 0 1 1.70223e-11\n", " 17 2.741774 1e+07 0.000395637 -0.000656 0.051623 14 0 1 5.67408e-12\n", " 18 3.504562 1e+07 0.00040067 -0.000452 0.005052 13 0 1 1.89136e-12\n", " 19 3.858907 1e+07 0.000186127 -0.000147 0.000006 9 0 0.462 6.30454e-13\n", "\n", " ========== Varying R17 exch downward from 0.004733 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 0.000000 0.00473281 0.00473281 0.000000 0.000000 0 0 4.41e-05 4.18945e-08\n", "\n", " ========== Varying R19 upward from 4e-07 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 0.634659 0.000527786 0.000527786 -0.002982 0.130648 13 0 1 4.18945e-08\n", " 2 1.301069 0.00107713 0.000549341 0.000484 0.102366 12 0 1 1.39648e-08\n", " 3 1.901398 0.00157058 0.000493449 0.000283 0.095203 12 0 0.905 4.65494e-09\n", " 4 1.941211 0.00159864 2.80596e-05 0.000001 0.000000 0 0 0.0519 4.65494e-09\n", " 5 2.595588 0.00213959 0.00054095 0.000349 0.114264 12 0 1 4.65494e-09\n", " 6 3.251758 0.00267588 0.000536297 0.000354 0.112476 9 0 1 1.55165e-09\n", " 7 3.904337 0.00320776 0.000531878 0.000358 0.116071 9 0 1 5.17216e-10\n", "\n", " ========== Varying R19 downward from 4e-07 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 -0.000204 4.11593e-14 4.11593e-14 0.001971 0.011685 6 0 1 4.18945e-08\n", " 2 -0.001496 6.87726e-13 6.46567e-13 0.022378 0.092761 4 0 0.0996 1.39648e-08\n", " 3 0.007413 2.04595e-10 2.03907e-10 12.428540 10.116547 2 0 1 1.39648e-08\n", " 4 -0.003993 2.75984e-10 7.13893e-11 1165.888370 1165.899802 20 0 0.462 2.79297e-08\n", " 5 0.007197 3.1154e-10 3.55562e-11 -0.000001 0.000000 0 0 1 2.79297e-08\n", " 6 -0.003992 3.55767e-10 4.42268e-11 -0.000001 0.000000 0 0 0.392 9.30989e-09\n", " 7 -0.003991 3.67192e-10 1.14252e-11 0.000000 0.000000 0 0 0.252 9.30989e-09\n", " 8 -0.003991 3.80637e-10 1.34446e-11 0.000000 0.000000 0 0 1 9.30989e-09\n", " 9 -0.003993 4.49072e-10 6.84355e-11 0.004329 0.000194 4 0 1 3.1033e-09\n", " 10 -0.004904 4.61906e-10 1.28339e-11 0.000001 0.000000 0 0 0.223 1.03443e-09\n", " 11 -0.007855 5.02494e-10 4.05876e-11 0.009891 0.029791 2 0 1 1.03443e-09\n", " 12 40.900934 7.36921e-10 2.34427e-10 404.180634 363.274837 30 0 0.198 3.44811e-10\n", "\n", " ========== Varying R21 upward from 1e-07 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 0.648225 0.000539169 0.000539169 -0.000080 0.119984 16 0 1 4.18945e-08\n", " 2 1.323363 0.00109556 0.000556396 -0.000093 0.093059 12 0 1 1.39648e-08\n", " 3 1.995422 0.00164782 0.000552257 -0.000133 0.096100 11 0 1 4.65494e-09\n", " 4 2.653328 0.00218691 0.000539088 -0.000424 0.109962 9 0 1 1.55165e-09\n", " 5 3.180299 0.00261762 0.000430709 -0.000281 0.088405 11 0 0.802 5.17216e-10\n", " 6 3.474296 0.00285749 0.000239874 -0.000090 0.049355 8 0 0.448 5.17216e-10\n", " 7 3.623970 0.00297898 0.000121486 -0.000023 0.024382 7 0 0.227 5.17216e-10\n", " 8 4.280154 0.00351346 0.000534485 -0.000453 0.111655 11 0 1 5.17216e-10\n", "\n", " ========== Varying R21 downward from 1e-07 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", "\n", " ========== Varying R22 net upward from 0.02508 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 0.006092 0.000171653 0.000171653 -0.002051 0.760108 4 0 1 4.18945e-08\n", " 2 0.044723 0.000462219 0.000290566 0.003707 0.733368 8 0 1 1.39648e-08\n", " 3 0.124036 0.00075342 0.000291201 0.005666 0.694645 9 0 1 4.65494e-09\n", " 4 0.239520 0.00104522 0.000291795 0.010567 0.663374 11 0 1 1.55165e-09\n", " 5 0.390081 0.00133763 0.000292411 0.019393 0.637130 10 0 1 5.17216e-10\n", " 6 0.574559 0.00163063 0.000293001 -0.000368 0.583446 7 0 1 1.72405e-10\n", " 7 0.791947 0.0019243 0.000293675 0.045633 0.596537 13 0 1 5.74685e-11\n", " 8 0.825133 0.00196606 4.17532e-05 0.000020 0.075570 6 0 0.142 1.91562e-11\n", " 9 1.078742 0.00226049 0.000294439 0.077972 0.592655 13 0 1 1.91562e-11\n", " 10 1.364256 0.00255561 0.000295111 0.126568 0.609345 14 0 1 9.45718e-12\n", " 11 1.677153 0.00285139 0.000295782 -0.000375 0.455019 8 0 1 6.60614e-12\n", " 12 2.019288 0.0031479 0.000296512 -0.000371 0.425786 7 0 1 2.20205e-12\n", " 13 2.368437 0.00342889 0.000280992 0.247074 0.666217 14 0 1 7.34016e-13\n", " 14 2.763752 0.00372684 0.000297949 -0.000372 0.372605 7 0 1 7.00669e-13\n", " 15 3.162314 0.00400988 0.000283039 -0.000321 0.369408 6 0 1 2.33556e-13\n", " 16 3.607114 0.00430929 0.000299409 -0.000403 0.323089 9 0 1 7.78521e-14\n", " 17 3.683809 0.00435903 4.97431e-05 -0.000011 0.050342 4 0 0.166 2.59507e-14\n", " 18 4.132323 0.0046443 0.000285269 -0.000339 0.319440 6 0 1 2.59507e-14\n", "\n", " ========== Varying R22 net downward from 0.02508 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 0.054182 0.000489332 0.000489332 -0.000975 0.713130 6 0 1 4.18945e-08\n", " 2 0.226639 0.000971207 0.000481875 -0.000854 0.594977 4 0 1 1.39648e-08\n", " 3 0.516897 0.00144574 0.000474528 -0.000603 0.477430 5 0 1 4.65494e-09\n", " 4 0.911163 0.00189815 0.000452415 -0.000863 0.373162 4 0 1 1.55165e-09\n", " 5 1.419294 0.00234434 0.00044619 -0.000786 0.259375 4 0 1 5.17216e-10\n", " 6 2.042453 0.00278411 0.00043977 -0.000707 0.144426 4 0 1 1.72405e-10\n", " 7 0.534629 0.00321758 0.00043347 -0.000633 2.275483 55 0 1 5.74685e-11\n", " 8 0.923207 0.00363034 0.000412761 -0.000952 0.378761 17 0 1 1.91562e-11\n", " 9 1.421807 0.00403717 0.00040683 -0.000876 0.268816 16 0 1 6.38538e-12\n", " 10 2.030021 0.0044382 0.000401029 -0.000778 0.159300 13 0 1 2.12846e-12\n", " 11 2.095982 0.00447219 3.39925e-05 -0.000005 0.000000 0 0 0.0859 7.09487e-13\n", " 12 2.811660 0.00486773 0.000395536 -0.000655 0.051959 25 0 1 7.09487e-13\n", " 13 3.043850 0.00499012 0.000122395 0.000312 0.001964 10 1 0.305 4.72991e-13\n", " 14 3.809306 0.00539191 0.000401786 -0.000271 0.002566 13 0 1 4.72991e-13\n", " 15 4.574900 0.00579544 0.000403533 -0.000218 0.002480 12 0 1 1.57664e-13\n", "\n", " ========== Varying R22 exch upward from 1e-07 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 0.002023 70.4646 70.4646 0.000000 0.000000 0 0 0.657 4.18945e-08\n", " 2 -0.001889 301924 301854 0.000274 0.004196 12 0 1 4.18945e-08\n", " 3 -0.019519 359954 58030.1 0.001737 0.019265 7 0 1 1.39648e-08\n", " 4 -0.019237 1.63719e+06 1.27724e+06 0.000005 0.000000 0 0 1 4.65494e-09\n", " 5 -0.031213 1.74201e+06 104814 0.162682 0.175728 23 1 0.0668 3.1033e-09\n", " 6 -0.151313 1.99268e+06 250669 0.000117 0.120098 8 0 1 3.1033e-09\n", " 7 -0.151314 2.08827e+06 95594.2 0.000010 0.000007 8 2 0.25 8.27546e-09\n", " 8 -0.162149 3.15508e+06 1.06681e+06 0.000145 0.010547 5 0 1 8.27546e-09\n", " 9 -0.162091 3.19068e+06 35594.5 0.000109 0.000007 1 1 1 5.51697e-09\n", " 10 -0.162109 3.19688e+06 6203.16 -0.000006 0.000000 0 0 0.112 1.83899e-09\n", " 11 -0.267974 5.40117e+06 2.20429e+06 0.000013 0.105885 14 0 1 1.83899e-09\n", " 12 -0.272393 5.43473e+06 33565.5 0.005030 0.008463 12 0 1 6.12997e-10\n", " 13 -0.268535 8.83919e+06 3.40446e+06 0.006335 0.186044 8 0 1 2.04332e-10\n", " 14 -0.429157 1e+07 1.16081e+06 0.000052 0.161259 5 0 0.289 6.81108e-11\n", " 15 -0.362491 1e+07 0.000486376 -0.000946 0.700681 2 0 1 6.81108e-11\n", " 16 -0.216799 1e+07 0.000479316 -0.000902 0.621698 4 0 1 2.27036e-11\n", " 17 -0.101995 1e+07 0.000241993 -0.000221 0.275633 4 0 0.509 7.56786e-12\n", " 18 -0.035652 1e+07 0.000116422 -0.000049 0.122975 3 0 0.247 7.56786e-12\n", " 19 -0.005504 1e+07 4.90951e-05 -0.000019 0.049965 2 0 0.104 7.56786e-12\n", " 20 0.350643 1e+07 0.000469434 -0.000800 0.411345 3 0 1 7.56786e-12\n", " 21 0.508953 1e+07 0.000168232 -0.000096 0.121092 2 0 0.364 2.52262e-12\n", " 22 1.027799 1e+07 0.00045964 -0.000700 0.248746 4 0 1 2.52262e-12\n", " 23 1.667477 1e+07 0.000452332 -0.000631 0.127982 3 0 1 8.40874e-13\n", " 24 0.131047 1e+07 0.000445204 -0.000560 2.304162 46 0 1 2.80291e-13\n", " 25 0.534551 1e+07 0.000423216 -0.000932 0.363855 14 0 1 9.34304e-14\n", " 26 1.053160 1e+07 0.000416659 -0.000860 0.248823 21 0 1 3.11435e-14\n", " 27 1.686135 1e+07 0.000410283 -0.000681 0.134636 24 0 1 1.03812e-14\n", " 28 2.427616 1e+07 0.000404493 -0.000483 0.026328 33 0 1 3.46039e-15\n", " 29 3.194228 1e+07 0.000401044 -0.000541 0.001139 10 0 1 1.15346e-15\n", " 30 3.959829 1e+07 0.000402081 -0.000430 0.002261 9 0 1 3.84487e-16\n", "\n", " ========== Varying R22 exch downward from 1e-07 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", "\n", " ========== Varying R24 net upward from 0.05015 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 0.003063 0.000343305 0.000343305 -0.002051 0.763137 5 0 1 4.18945e-08\n", " 2 0.024196 0.000700326 0.00035702 -0.007854 0.739300 8 0 1 1.39648e-08\n", " 3 0.025706 0.000718506 1.81805e-05 0.026235 0.063369 13 0 0.0507 4.65494e-09\n", " 4 0.090738 0.00129237 0.000573864 0.221901 0.925141 13 1 1 9.30989e-09\n", " 5 0.148793 0.0016477 0.000355332 0.002215 0.712436 17 0 1 8.60823e-09\n", " 6 0.220077 0.00200287 0.000355167 -0.005768 0.691239 16 0 1 2.86941e-09\n", " 7 0.357630 0.00255931 0.000556437 -0.005463 0.625276 8 0 1 9.5647e-10\n", " 8 0.526939 0.00311946 0.000560151 0.235798 0.834750 19 5 1 1.3059e-06\n", " 9 0.560878 0.00322105 0.000101597 0.009846 0.112089 11 0 0.18 1.23065e-06\n", " 10 0.597442 0.00332733 0.000106278 0.007476 0.113215 12 0 0.188 1.23065e-06\n", " 11 0.808918 0.00389139 0.000564056 -0.004877 0.551939 3 0 1 1.23065e-06\n", " 12 0.955957 0.0042445 0.000353113 -0.001787 0.325052 3 0 0.622 4.10215e-07\n", " 13 1.215959 0.00481367 0.000569168 -0.004556 0.503733 7 0 1 4.10215e-07\n", " 14 1.505117 0.00538613 0.000572467 -0.004401 0.474733 6 0 1 1.36738e-07\n", " 15 1.520249 0.00541471 2.85804e-05 -0.000022 0.040018 5 0 0.0724 4.55795e-08\n", " 16 1.736182 0.00580959 0.00039487 -0.004283 0.548054 4 0 1 4.55795e-08\n", " 17 2.074620 0.00638773 0.000578143 -0.004176 0.425679 6 0 1 1.51932e-08\n", " 18 2.439587 0.00696848 0.000580748 -0.004087 0.399238 5 0 1 5.06439e-09\n", " 19 2.703892 0.00736627 0.000397791 -0.003849 0.500137 5 0 1 1.68813e-09\n", " 20 3.113401 0.0079522 0.00058593 -0.003980 0.354803 5 0 1 5.62709e-10\n", " 21 3.548194 0.00854094 0.000588743 -0.003944 0.329554 5 0 1 1.8757e-10\n", " 22 4.007676 0.00913262 0.000591679 -0.003927 0.304881 6 0 1 6.25233e-11\n", "\n", " ========== Varying R24 net downward from 0.05015 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 0.053840 0.000978665 0.000978665 -0.000975 0.713471 6 0 1 4.18945e-08\n", " 2 0.319935 0.00229407 0.0013154 -0.004464 0.497724 6 0 1 1.39648e-08\n", " 3 0.374923 0.00247661 0.000182538 -0.000094 0.049210 3 0 0.136 4.65494e-09\n", " 4 0.723547 0.0034172 0.000940595 -0.000798 0.418868 4 0 1 4.65494e-09\n", " 5 1.250983 0.0047511 0.0013339 -0.005059 0.235794 7 0 1 1.55165e-09\n", " 6 1.775154 0.00608966 0.00133856 -0.005108 0.239012 6 0 1 5.17216e-10\n", " 7 1.869435 0.00633176 0.0002421 -0.000167 0.043647 4 0 0.18 1.72405e-10\n", " 8 2.390800 0.00767796 0.0013462 -0.005170 0.241756 5 0 1 1.72405e-10\n", " 9 2.436667 0.00779695 0.000118991 -0.000040 0.021564 4 0 0.0879 5.74685e-11\n", " 10 2.955567 0.00915029 0.00135333 -0.005225 0.244167 4 0 1 5.74685e-11\n", " 11 3.472540 0.0105112 0.00136088 -0.005265 0.246053 6 0 1 1.91562e-11\n", " 12 3.524190 0.0106478 0.000136594 -0.000052 0.024925 5 0 0.0999 6.38538e-12\n", " 13 4.038890 0.012016 0.00136819 -0.005333 0.248258 5 0 1 6.38538e-12\n", "\n", " ========== Varying R24 exch upward from 0.08142 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 -0.003326 115.092 115.092 0.015959 0.020700 9 0 0.389 4.18945e-08\n", " 2 -0.011726 116516 116401 0.000471 0.008475 4 1 1 8.3789e-08\n", " 3 -0.011743 253535 137019 0.000005 0.000000 0 0 1 2.79297e-08\n", " 4 -0.011692 326996 73461 0.000000 0.000000 0 0 1 9.30989e-09\n", " 5 -0.118469 569477 242481 0.000309 0.106906 11 0 1 3.1033e-09\n", " 6 -0.118413 716316 146838 -0.000000 0.000000 0 1 1 2.06886e-09\n", " 7 -0.655403 3.05888e+06 2.34256e+06 -0.000013 0.540361 13 0 1 6.89621e-10\n", " 8 -0.655394 3.16996e+06 111077 0.000066 0.000029 6 0 0.124 2.29874e-10\n", " 9 -0.875367 3.40652e+06 236567 0.000036 0.219791 15 0 1 2.29874e-10\n", " 10 -0.882977 3.43335e+06 26832.2 -0.000057 0.007468 6 0 0.384 7.66246e-11\n", " 11 -0.892071 7.26641e+06 3.83306e+06 -0.000015 0.009094 7 0 1 7.66246e-11\n", " 12 -0.887632 7.36511e+06 98697.7 0.014207 0.000991 11 0 1 2.55415e-11\n", " 13 -0.892983 7.37909e+06 13978.6 -0.000830 0.004529 5 0 0.129 8.51384e-12\n", " 14 -0.849935 7.50723e+06 128136 0.271000 0.167524 9 1 1 1.70277e-11\n", " 15 -0.852474 1e+07 2.49277e+06 0.133473 0.108294 3 0 0.0645 5.6759e-12\n", " 16 -0.080167 1e+07 0.000950981 0.004015 0.000000 8 0 1 5.6759e-12\n", " 17 -0.369375 1e+07 0.00125361 0.340442 1.397941 12 0 1 1.89197e-12\n", " 18 0.217540 1e+07 0.00164295 0.228620 0.409997 12 0 1 1.88918e-12\n", " 19 0.871934 1e+07 0.00163684 0.234608 0.348506 14 0 1 1.76381e-12\n", " 20 1.528486 1e+07 0.00165356 0.291085 0.402825 12 0 1 1.65977e-12\n", " 21 2.092262 1e+07 0.00144504 0.207232 0.411747 11 0 1 1.63617e-12\n", " 22 2.476032 1e+07 0.00130638 -0.003953 0.380569 8 0 1 1.47635e-12\n", " 23 3.112738 1e+07 0.00166597 -0.003248 0.002881 2 0 0.837 4.92117e-13\n", " 24 3.286216 1e+07 0.000439219 -0.000239 0.080211 4 0 0.331 4.92117e-13\n", " 25 3.787896 1e+07 0.00132941 -0.002034 0.264578 3 0 1 4.92117e-13\n", " 26 4.286307 1e+07 0.00133203 -0.002012 0.267869 3 0 1 1.64039e-13\n", "\n", " ========== Varying R24 exch downward from 0.08142 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 -0.003998 0.0814216 0.0814216 0.000018 0.004027 3 0 0.000282 4.18945e-08\n", "\n", " ========== Varying R27 upward from 1.346 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 0.043613 0.0152597 0.0152597 -0.007678 0.716995 8 0 1 4.18945e-08\n", " 2 0.166529 0.0289477 0.013688 -0.006213 0.639160 4 0 1 1.39648e-08\n", " 3 0.345298 0.0414723 0.0125246 -0.005175 0.584348 3 0 1 4.65494e-09\n", " 4 0.454125 0.0475138 0.0060415 -0.001197 0.282313 3 0 0.519 1.55165e-09\n", " 5 0.695825 0.0587642 0.0112504 -0.004134 0.522458 5 0 1 1.55165e-09\n", " 6 0.969688 0.0693595 0.0105953 -0.002723 0.491706 6 0 1 5.17216e-10\n", " 7 1.026175 0.0699439 0.00058444 -0.000006 0.000000 0 0 0.0746 1.72405e-10\n", " 8 1.218824 0.0777652 0.00782127 -0.001129 0.574514 9 0 1 1.72405e-10\n", " 9 1.256814 0.0781458 0.000380581 -0.000003 0.000000 0 0 0.0501 5.74685e-11\n", " 10 1.480712 0.0857276 0.0075818 -0.001049 0.543344 7 0 1 5.74685e-11\n", " 11 1.508501 0.0865303 0.000802732 -0.000012 0.054826 6 0 0.109 1.91562e-11\n", " 12 1.552389 0.0869558 0.000425454 -0.000003 0.000000 0 0 0.0579 1.91562e-11\n", " 13 1.561138 0.088031 0.00107526 -0.000021 0.102411 6 0 0.146 1.91562e-11\n", " 14 1.830394 0.095343 0.00731199 -0.000962 0.498073 10 0 1 1.91562e-11\n", " 15 2.113193 0.10247 0.0071273 -0.000905 0.484589 9 0 1 6.38538e-12\n", " 16 2.408515 0.109427 0.00695647 -0.000854 0.472115 7 0 1 2.12846e-12\n", " 17 2.791201 0.117843 0.00841582 -0.002239 0.383367 10 0 1 7.09487e-13\n", " 18 3.187735 0.125983 0.00814001 -0.002086 0.369672 7 0 1 2.36496e-13\n", " 19 3.596806 0.133873 0.00789049 -0.001952 0.357269 5 0 1 7.88319e-14\n", " 20 4.017562 0.141543 0.00767025 0.000218 0.347750 6 0 1 2.62773e-14\n", "\n", " ========== Varying R27 downward from 1.346 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 0.262663 0.036046 0.036046 -0.027386 0.478152 9 2 1 3.35156e-07\n", " 2 0.822668 0.0634374 0.0273914 -0.011751 0.196536 24 0 1 1.11719e-07\n", " 3 1.060992 0.0719722 0.00853484 0.000054 0.529965 5 0 1 3.72396e-08\n", " 4 1.317601 0.0801423 0.00817009 0.000036 0.511701 5 0 1 1.24132e-08\n", " 5 1.592638 0.0880523 0.00790999 0.000057 0.493306 5 0 1 4.13773e-09\n", " 6 1.709394 0.0892353 0.00118302 0.000002 0.000000 0 0 0.154 1.37924e-09\n", " 7 1.931204 0.0968961 0.00766077 0.000088 0.546569 5 0 1 1.37924e-09\n", " 8 2.202537 0.103432 0.00653594 0.000083 0.000005 6 0 0.373 4.59748e-10\n", " 9 2.914995 0.118872 0.0154397 -0.003187 0.052647 9 0 1 4.59748e-10\n", " 10 3.561971 0.131305 0.0124331 0.000390 0.000022 5 0 0.849 1.53249e-10\n", " 11 4.330731 0.144672 0.0133671 0.000500 0.000031 5 0 1 1.53249e-10\n", "\n", " ========== Varying R29 upward from 0.02508 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 0.005715 0.000171653 0.000171653 -0.002051 0.760485 6 0 1 4.18945e-08\n", " 2 0.026399 0.000346788 0.000175135 -0.002477 0.745112 17 0 1 1.39648e-08\n", " 3 0.060306 0.000527677 0.000180889 -0.006044 0.728322 8 2 1 3.72396e-08\n", " 4 0.110125 0.000709437 0.000181761 -0.007511 0.710953 4 0 1 1.24132e-08\n", " 5 0.219041 0.000998605 0.000289168 -0.008265 0.651111 4 0 1 4.13773e-09\n", " 6 0.363009 0.00128908 0.00029047 -0.007835 0.616488 4 0 1 1.37924e-09\n", " 7 0.533347 0.00156916 0.000280087 -0.005182 0.592772 3 0 1 4.59748e-10\n", " 8 0.664126 0.00175683 0.000187667 -0.006514 0.630998 3 0 1 1.53249e-10\n", " 9 0.809144 0.00194585 0.000189023 -0.006367 0.616907 4 0 1 5.10831e-11\n", " 10 1.061208 0.00224103 0.00029518 -0.005939 0.510285 6 1 1 3.40554e-11\n", " 11 1.172038 0.00236074 0.00011971 -0.001789 0.374454 3 2 0.636 9.08143e-11\n", " 12 1.468203 0.00265802 0.000297274 -0.006209 0.465917 6 2 1 7.26515e-10\n", " 13 1.679577 0.00285414 0.00019612 -0.005631 0.551286 4 0 1 2.42172e-10\n", " 14 1.899931 0.00304746 0.000193326 -0.004092 0.543844 3 0 1 8.07239e-11\n", " 15 2.264831 0.0033478 0.000300343 -0.005664 0.397727 6 3 1 1.72211e-09\n", " 16 2.525254 0.00354972 0.000201913 -0.005140 0.502728 5 0 1 5.74036e-10\n", " 17 2.793862 0.00374903 0.000199308 -0.003814 0.495870 5 0 1 1.91345e-10\n", " 18 3.082275 0.00395444 0.00020541 -0.002419 0.477457 4 0 1 6.37818e-11\n", " 19 3.384784 0.00416168 0.000207244 -0.004665 0.461116 4 2 1 1.70085e-10\n", " 20 3.850795 0.00446694 0.00030526 -0.005039 0.297241 5 2 1 4.5356e-10\n", "\n", " ========== Varying R29 downward from 0.02508 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 0.053752 0.000489332 0.000489332 -0.000975 0.713560 7 0 1 4.18945e-08\n", " 2 0.226534 0.000971134 0.000481802 -0.000852 0.594655 4 0 1 1.39648e-08\n", " 3 0.505325 0.00143013 0.000458995 -0.000947 0.488553 5 0 1 4.65494e-09\n", " 4 0.713569 0.00168823 0.000258104 -0.000281 0.229258 3 0 0.57 1.55165e-09\n", " 5 1.168592 0.00213738 0.00044915 -0.000823 0.312447 4 0 1 1.55165e-09\n", " 6 1.737922 0.0025801 0.000442715 -0.000743 0.198219 4 0 1 5.17216e-10\n", " 7 2.423054 0.0030165 0.000436398 -0.000667 0.082493 10 0 1 1.72405e-10\n", " 8 2.563015 0.00309475 7.8254e-05 -0.000005 0.000000 0 0 0.182 5.74685e-11\n", " 9 2.657584 0.00315272 5.79686e-05 -0.000038 0.009074 3 0 0.135 5.74685e-11\n", " 10 0.869272 0.00357948 0.000426766 -0.001251 2.555353 42 0 1 5.74685e-11\n", " 11 1.354079 0.00398698 0.000407499 -0.000875 0.282610 12 0 1 1.91562e-11\n", " 12 1.948738 0.00438873 0.000401747 -0.000774 0.172858 13 0 1 6.38538e-12\n", " 13 2.654833 0.00478496 0.000396224 -0.000656 0.061540 12 0 1 2.12846e-12\n", " 14 3.735558 0.00533804 0.00055308 0.389346 0.076871 13 0 1 7.09487e-13\n", " 15 4.162870 0.00556407 0.000226037 -0.000155 0.003733 17 0 0.561 7.09489e-13\n", "\n", " ========== Varying R30 upward from 1e-07 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 0.507610 0.00127224 0.00127224 -0.023465 0.237192 28 0 1 4.18945e-08\n", " 2 1.264909 0.0031903 0.00191806 -0.004516 0.006466 9 0 1 1.39648e-08\n", " 3 2.024510 0.00513832 0.00194802 -0.004982 0.003709 11 0 1 4.65494e-09\n", " 4 2.784216 0.00711437 0.00197605 -0.004998 0.003588 13 0 1 1.55165e-09\n", " 5 3.543881 0.00911832 0.00200394 -0.005008 0.003631 11 0 1 5.17216e-10\n", " 6 4.303705 0.01115 0.00203168 -0.005017 0.003450 11 0 1 1.72405e-10\n", "\n", " ========== Varying R30 downward from 1e-07 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", "\n", " ========== Varying R31 net upward from -0.0216 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 0.608182 0.00161846 0.00161846 -0.002185 0.157900 9 0 1 4.18945e-08\n", " 2 1.185262 0.00323675 0.00161829 -0.002002 0.189209 9 0 1 1.39648e-08\n", " 3 1.850552 0.00491702 0.00168026 -0.002330 0.100666 11 0 1 4.65494e-09\n", " 4 2.515740 0.00661776 0.00170074 -0.002353 0.100749 13 0 1 1.55165e-09\n", " 5 3.181112 0.00833959 0.00172183 -0.002379 0.100541 10 0 1 5.17216e-10\n", " 6 3.846843 0.0100829 0.0017433 -0.002405 0.100156 10 0 1 1.72405e-10\n", "\n", " ========== Varying R31 net downward from -0.0216 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 0.740276 0.00151256 0.00151256 -0.005754 0.018002 8 0 1 4.18945e-08\n", " 2 1.367611 0.00207745 0.000564885 -0.013841 0.127110 5 0 1 1.39648e-08\n", " 3 2.035954 0.00255859 0.000481139 -0.009927 0.090014 4 0 1 4.65494e-09\n", " 4 2.730226 0.00298849 0.000429907 -0.005837 0.068164 7 0 1 1.55165e-09\n", " 5 3.490929 0.00340745 0.000418961 -0.006513 0.001076 7 0 1 5.17216e-10\n", " 6 4.252391 0.00378941 0.000381951 -0.005903 0.000924 9 0 1 1.72405e-10\n", "\n", " ========== Varying R31 exch upward from 0.06801 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 0.080762 0.0023044 0.0023044 0.003165 0.690581 11 0 1 4.18945e-08\n", " 2 0.868757 0.00791598 0.00561157 0.040822 0.021069 10 6 1 0.0004576\n", " 3 1.317268 0.00994719 0.00203122 -0.007666 0.312107 17 0 1 0.000152533\n", " 4 1.731180 0.0115743 0.00162708 -0.008254 0.346065 10 0 1 5.08444e-05\n", " 5 2.166805 0.013135 0.00156072 -0.008855 0.323808 7 0 1 1.69481e-05\n", " 6 2.598647 0.0145742 0.00143926 -0.008863 0.327579 6 0 1 5.64938e-06\n", " 7 2.957846 0.0157097 0.00113548 -0.007201 0.401859 8 0 1 1.88313e-06\n", " 8 3.315063 0.0167948 0.00108505 -0.006990 0.404045 7 0 1 6.27709e-07\n", " 9 3.737501 0.0180315 0.00123668 -0.008086 0.337666 7 0 1 2.09236e-07\n", " 10 4.096724 0.0190501 0.00101864 -0.006908 0.363867 5 0 0.951 6.97454e-08\n", "\n", " ========== Varying R31 exch downward from 0.06801 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 0.029440 0.0013941 0.0013941 -0.000838 0.738009 5 0 1 4.18945e-08\n", " 2 0.119697 0.0026602 0.0012661 -0.007356 0.670678 15 0 1 1.39648e-08\n", " 3 0.144650 0.00290987 0.000249677 0.002603 0.134800 23 0 0.207 4.65494e-09\n", " 4 1.049475 0.00740578 0.0044959 0.168185 0.031651 6 0 1 4.65494e-09\n", " 5 1.222053 0.0079435 0.000537718 0.002727 0.000408 3 0 0.243 3.82785e-09\n", " 6 2.029667 0.0100033 0.00205979 0.046867 0.007543 3 0 1 3.82785e-09\n", " 7 2.286195 0.0105512 0.000547948 -0.002451 0.509313 5 0 1 1.27595e-09\n", " 8 2.552962 0.011083 0.000531733 -0.002300 0.499225 3 0 1 4.25317e-10\n", " 9 2.829444 0.0115995 0.000516499 -0.002160 0.489650 4 0 1 1.41772e-10\n", " 10 3.115187 0.0121017 0.000502193 -0.002031 0.480518 4 0 1 4.72574e-11\n", " 11 3.903300 0.0133532 0.00125156 0.023442 0.003621 2 0 1 1.57525e-11\n", "\n", " ========== Varying R33 upward from 1e-07 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 0.756606 0.00189347 0.00189347 0.002597 0.014218 8 0 1 4.18945e-08\n", " 2 0.860782 0.00216566 0.000272193 0.000129 0.004535 10 0 0.142 1.39648e-08\n", " 3 1.620437 0.00409889 0.00193322 -0.004973 0.003664 9 0 1 1.39648e-08\n", " 4 2.379985 0.0060601 0.00196121 -0.004990 0.003753 10 0 1 4.65494e-09\n", " 5 3.139738 0.00804927 0.00198917 -0.005004 0.003535 6 0 1 1.55165e-09\n", " 6 3.899553 0.0100663 0.00201701 -0.005015 0.003463 7 0 1 5.17216e-10\n", "\n", " ========== Varying R33 downward from 1e-07 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", "\n", " ========== Varying R34 net upward from 0.06805 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 0.007031 0.000793074 0.000793074 -0.006489 0.754772 16 0 1 4.18945e-08\n", " 2 0.035982 0.00158721 0.000794135 -0.006490 0.732851 11 0 1 1.39648e-08\n", " 3 0.083814 0.00238215 0.000794937 -0.006475 0.713985 7 0 1 4.65494e-09\n", " 4 0.126701 0.00293162 0.000549469 -0.003526 0.721879 8 0 1 1.55165e-09\n", " 5 0.201813 0.00372741 0.000795796 -0.006445 0.686735 10 0 1 5.17216e-10\n", " 6 0.291053 0.00452349 0.000796073 -0.006424 0.672628 8 0 1 1.72405e-10\n", " 7 0.361121 0.00508101 0.000557521 -0.003477 0.694747 7 0 1 5.74685e-11\n", " 8 0.470950 0.00587725 0.000796245 -0.006380 0.652082 8 0 1 1.91562e-11\n", " 9 0.511809 0.00615549 0.000278243 -0.000778 0.226605 6 0 0.349 6.38538e-12\n", " 10 0.635142 0.00695181 0.00079632 -0.006339 0.638620 7 0 1 6.38538e-12\n", " 11 0.695417 0.00732188 0.00037007 -0.001426 0.434924 7 0 0.647 2.12846e-12\n", " 12 0.792408 0.0078971 0.000575216 -0.003391 0.667909 8 0 1 2.12846e-12\n", " 13 0.808361 0.00798959 9.24912e-05 -0.000085 0.073038 4 0 0.116 7.09487e-13\n", " 14 0.817095 0.00804002 5.04292e-05 -0.000025 0.039798 5 0 0.0633 7.09487e-13\n", " 15 0.958597 0.00883703 0.000797006 -0.006235 0.620554 8 0 1 7.09487e-13\n", " 16 1.105958 0.00963473 0.000797699 -0.006179 0.614751 4 2 1 1.89197e-12\n", " 17 1.258116 0.0104336 0.000798843 -0.006027 0.610107 8 2 1 5.04524e-12\n", " 18 1.432037 0.0113242 0.000890634 -0.003289 0.000959 7 3 0.256 1.07632e-10\n", " 19 1.591866 0.0121274 0.000803182 -0.006042 0.602421 7 0 1 1.07632e-10\n", " 20 1.754344 0.0129338 0.000806459 -0.005980 0.599834 7 0 1 3.58773e-11\n", " 21 1.888649 0.0135955 0.000661641 -0.003210 0.630778 7 0 1 1.19591e-11\n", " 22 2.027049 0.0142747 0.000679208 -0.003184 0.626707 7 0 1 3.98636e-12\n", " 23 2.194531 0.0150952 0.000820469 -0.005577 0.595233 7 0 1 1.32879e-12\n", " 24 2.363228 0.0159233 0.000828169 -0.005718 0.593877 7 3 1 2.83475e-11\n", " 25 2.533152 0.016761 0.000837639 -0.005637 0.592730 7 0 1 9.44916e-12\n", " 26 2.704290 0.0176101 0.000849136 -0.005437 0.591716 7 0 1 3.14972e-12\n", " 27 2.876513 0.018473 0.000862916 -0.005296 0.590772 9 2 1 8.39925e-12\n", " 28 2.912157 0.0186528 0.000179812 -0.000214 0.121050 7 1 0.204 5.5995e-12\n", " 29 3.089689 0.0195546 0.000901733 -0.001494 0.589265 11 0 1 5.5995e-12\n", " 30 3.276509 0.0205179 0.000963332 -0.003582 0.577889 7 3 1 1.19456e-10\n", " 31 3.474612 0.0215574 0.00103949 -0.003826 0.566423 7 0 1 3.98187e-11\n", " 32 3.654367 0.0225189 0.000961516 -0.005124 0.583307 7 0 1 1.32729e-11\n", " 33 3.880261 0.0237551 0.00123618 -0.004658 0.537738 6 2 1 3.53944e-11\n", "\n", " ========== Varying R34 net downward from 0.06805 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 0.109252 0.00249937 0.00249937 -0.006120 0.652823 7 0 1 4.18945e-08\n", " 2 0.370929 0.00444035 0.00194098 -0.001092 0.505495 10 0 1 1.39648e-08\n", " 3 0.716815 0.00603842 0.00159807 0.005119 0.425453 15 4 1 2.38333e-06\n", " 4 1.284002 0.00796286 0.00192444 -0.000140 0.199528 10 0 1 7.94444e-07\n", " 5 1.942738 0.0100993 0.00213649 0.042065 0.151619 13 0 1 2.64815e-07\n", " 6 2.634257 0.0123537 0.00225435 0.000071 0.076746 11 4 1 4.5195e-05\n", " 7 3.315634 0.0145869 0.00223316 -0.003572 0.083326 10 0 1 1.5065e-05\n", " 8 3.991531 0.0168136 0.00222673 -0.003334 0.089054 6 0 1 5.02167e-06\n", "\n", " ========== Varying R34 exch upward from 1992 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 -0.004154 188144 188144 0.253240 0.385927 13 1 1 8.3789e-08\n", " 2 -0.004154 193973 5828.92 0.000001 0.000000 0 0 0.132 2.79297e-08\n", " 3 -0.004166 399057 205084 0.000012 0.000000 1 0 1 2.79297e-08\n", " 4 -0.004312 469944 70887 0.000049 0.000057 7 0 0.324 9.30989e-09\n", " 5 -0.004312 491186 21242.4 0.000002 0.000000 0 0 0.0621 9.30989e-09\n", " 6 -0.004314 604458 113272 0.000001 0.000000 0 0 1 9.30989e-09\n", " 7 -0.004271 1.22107e+06 616614 0.000051 0.000000 1 0 0.87 3.1033e-09\n", " 8 -0.004320 1.48579e+06 264721 0.002304 0.000006 8 0 0.617 3.1033e-09\n", " 9 -0.004319 1.93569e+06 449900 0.000029 0.000001 1 0 1 3.1033e-09\n", " 10 -0.004322 3.92181e+06 1.98612e+06 0.000001 0.000000 0 0 1 1.03443e-09\n", " 11 -0.004324 4.38069e+06 458875 -0.000001 0.000000 0 0 0.13 3.44811e-10\n", " 12 -0.004318 6.53249e+06 2.1518e+06 0.000004 0.000000 0 0 1 3.44811e-10\n", " 13 -0.004324 6.97508e+06 442594 -0.000005 0.000000 0 1 0.998 2.29874e-10\n", " 14 -0.004322 8.37113e+06 1.39605e+06 0.000002 0.000000 0 0 0.434 2.29874e-10\n", " 15 -0.004314 9.99801e+06 1.62687e+06 0.000008 0.000000 0 0 0.413 2.29874e-10\n", " 16 0.880170 9.99801e+06 0.00664756 0.208602 0.092406 16 0 1 2.29874e-10\n", " 17 1.521555 9.99801e+06 0.00208837 -0.002771 0.124135 12 0 1 2.07936e-10\n", " 18 2.160706 9.99801e+06 0.00207552 -0.002888 0.126252 10 0 1 6.93121e-11\n", " 19 2.794043 9.99801e+06 0.0020702 -0.003005 0.131950 16 0 1 2.3104e-11\n", " 20 3.404179 9.99801e+06 0.00200161 -0.002928 0.131393 11 0 0.969 7.70135e-12\n", " 21 3.483491 9.99801e+06 0.000260886 -0.000046 0.017735 10 0 0.127 7.70135e-12\n", " 22 4.108429 9.99801e+06 0.00206112 -0.003230 0.140124 10 0 1 7.70135e-12\n", "\n", " ========== Varying R34 exch downward from 1992 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 0.009098 1606.38 1606.38 0.007630 0.002750 12 6 1 0.0013728\n", " 2 0.020335 1795.67 189.295 0.005557 0.002536 6 3 1 0.0292864\n", " 3 0.053262 1911.13 115.458 0.019804 0.000396 9 2 1 0.078097\n", " 4 0.357490 1978.99 67.8647 0.323076 0.174744 12 2 1 0.208259\n", " 5 0.579569 1983.71 4.71686 0.090109 0.007321 5 3 1 4.44285\n", " 6 1.297584 1987.96 4.24787 0.515605 0.128216 15 0 1 1.48095\n", " 7 2.395522 1989.55 1.59348 0.645525 0.168864 16 0 1 0.730892\n", " 8 3.347744 1990.1 0.543921 0.286389 0.043800 16 0 1 0.750177\n", " 9 3.681411 1990.24 0.139764 0.027348 0.454409 16 0 1 0.699534\n", " 10 4.000977 1990.36 0.12412 0.019433 0.465079 8 0 1 0.233178\n", "\n", " ========== Varying R36 net upward from -0.2516 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 0.017806 0.0023286 0.0023286 -0.003418 0.746993 15 0 1 4.18945e-08\n", " 2 0.075435 0.00472603 0.00239743 -0.004669 0.705967 15 0 1 1.39648e-08\n", " 3 0.113476 0.00574328 0.00101725 0.001051 0.731300 11 0 1 4.65494e-09\n", " 4 0.173734 0.00580796 6.46798e-05 0.000006 0.000000 0 0 0.0786 1.55165e-09\n", " 5 0.229210 0.00586747 5.95098e-05 0.000005 0.000000 0 0 0.0723 1.55165e-09\n", " 6 0.149314 0.0065554 0.000687931 0.000716 0.723125 11 0 0.837 1.55165e-09\n", " 7 0.272818 0.00878236 0.00222697 -0.003373 0.641399 10 0 1 1.55165e-09\n", " 8 0.292683 0.00908801 0.000305645 0.000107 0.219372 5 0 0.312 5.17216e-10\n", " 9 0.368492 0.0101669 0.00107885 0.002155 0.694637 8 0 1 5.17216e-10\n", " 10 0.416847 0.0107964 0.00062954 -0.000311 0.160959 9 0 0.273 1.72405e-10\n", " 11 0.496677 0.0117585 0.000962056 0.001129 0.689590 7 0 1 1.72405e-10\n", " 12 0.515944 0.0119785 0.000220028 0.000094 0.140121 6 0 0.208 5.74685e-11\n", " 13 0.738486 0.0142626 0.00228414 -0.003995 0.541754 10 0 1 5.74685e-11\n", " 14 0.760863 0.0144711 0.000208503 0.000088 0.111038 6 0 0.174 1.91562e-11\n", " 15 1.025476 0.016728 0.0022569 -0.003787 0.499891 10 0 1 1.91562e-11\n", " 16 1.158382 0.0177463 0.00101827 0.002270 0.637655 14 0 1 6.38538e-12\n", " 17 1.478254 0.0199679 0.00222162 -0.003516 0.444904 10 0 1 2.12846e-12\n", " 18 1.536744 0.0203456 0.000377708 0.000288 0.166647 6 0 0.294 7.09487e-13\n", " 19 1.719209 0.0214773 0.00113164 0.002882 0.588708 10 0 1 7.09487e-13\n", " 20 1.757318 0.0217054 0.00022818 -0.000016 0.034131 7 0 0.0943 2.36496e-13\n", " 21 0.182717 0.0226847 0.000979262 0.002311 2.345204 53 3 1 1.51357e-11\n", " 22 0.319017 0.0249634 0.00227871 -0.003615 0.628375 10 0 1 5.04524e-12\n", " 23 0.331829 0.0251288 0.000165382 0.001009 0.071105 11 2 0.108 1.3454e-11\n", " 24 1.087542 0.032549 0.00742023 0.015853 0.010965 12 13 1 0.92455\n", " 25 1.876549 0.0374862 0.00493722 0.059147 0.030715 8 0 1 0.308183\n", " 26 2.623536 0.0414677 0.00398149 0.318262 0.330921 12 1 1 0.215894\n", " 27 3.387957 0.0449087 0.00344093 0.167500 0.162576 10 0 1 0.214318\n", " 28 4.147945 0.0480434 0.00313477 0.209592 0.208246 13 0 1 0.170999\n", "\n", " ========== Varying R36 net downward from -0.2516 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 0.725653 0.014931 0.014931 -0.012087 0.030059 17 2 1 3.35156e-07\n", " 2 1.480748 0.0215842 0.00665319 -0.007617 0.005579 12 0 1 1.11719e-07\n", " 3 2.237983 0.0268201 0.00523587 -0.006791 0.004265 13 0 1 3.72396e-08\n", " 4 2.401952 0.0278477 0.00102758 -0.000302 0.000284 8 0 0.227 1.24132e-08\n", " 5 3.159258 0.0322613 0.00441366 -0.006613 0.004374 4 0 1 1.24132e-08\n", " 6 3.221262 0.0326038 0.000342429 0.000029 0.000123 8 0 0.0851 4.13773e-09\n", " 7 3.297459 0.0330208 0.000416998 -0.000086 0.002715 10 0 0.108 4.13773e-09\n", " 8 3.336575 0.0332334 0.000212622 -0.000018 0.000016 11 0 0.0536 4.13773e-09\n", " 9 3.399513 0.0335736 0.000340177 -0.000047 0.000034 9 0 0.0861 4.13773e-09\n", " 10 4.154830 0.0375006 0.00392707 -0.006963 0.006012 18 0 1 4.13773e-09\n", "\n", " ========== Varying R36 exch upward from 1820 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 -0.004222 194672 194672 0.271855 0.359447 13 1 1 8.3789e-08\n", " 2 -0.004232 409567 214895 0.000011 0.000000 1 0 1 2.79297e-08\n", " 3 -0.004236 781772 372205 0.000004 0.000000 0 0 1 9.30989e-09\n", " 4 -0.004239 1.42645e+06 644676 0.000002 0.000000 0 0 1 3.1033e-09\n", " 5 -0.004239 2.54306e+06 1.11661e+06 0.000001 0.000000 0 0 1 1.03443e-09\n", " 6 -0.004240 4.47709e+06 1.93403e+06 0.000000 0.000000 0 0 1 3.44811e-10\n", " 7 -0.004241 7.82691e+06 3.34983e+06 -0.000001 0.000000 0 0 1 1.14937e-10\n", " 8 -0.004241 9.99818e+06 2.17127e+06 0.000001 0.000000 0 0 0.374 3.83123e-11\n", " 9 0.805712 9.99818e+06 0.0148999 0.080876 0.039214 12 0 1 3.83123e-11\n", " 10 0.883891 9.99818e+06 0.000684535 -0.000495 0.154622 11 0 0.304 1.9461e-11\n", " 11 1.027766 9.99818e+06 0.00118165 0.002931 0.627348 12 0 1 1.9461e-11\n", " 12 1.322710 9.99818e+06 0.0021764 0.000017 0.473365 12 0 1 6.48699e-12\n", " 13 1.449137 9.99818e+06 0.000853669 0.004822 0.646687 9 0 1 2.16233e-12\n", " 14 1.803116 9.99818e+06 0.0021999 -0.003349 0.410964 12 0 1 7.20777e-13\n", " 15 0.429724 9.99818e+06 0.00445532 0.233770 2.375446 34 2 1 1.92207e-12\n", " 16 1.184622 9.99818e+06 0.00682654 0.011825 0.009660 13 14 1 0.993276\n", " 17 1.951038 9.99818e+06 0.00476914 0.048757 0.043117 9 0 1 0.331092\n", " 18 2.718295 9.99818e+06 0.00388854 0.185562 0.178099 12 1 1 0.220728\n", " 19 3.078279 9.99818e+06 0.00163521 0.011621 0.418027 14 0 1 0.18615\n", " 20 3.525624 9.99818e+06 0.00193609 0.223576 0.541215 13 0 1 0.06205\n", " 21 4.188235 9.99818e+06 0.00271417 0.692770 0.791715 15 0 1 0.0572326\n", "\n", " ========== Varying R36 exch downward from 1820 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 0.013514 1608.16 1608.16 0.013945 0.002955 9 6 1 0.0013728\n", " 2 0.121430 1790.13 181.978 0.103433 0.010627 15 3 1 0.0292864\n", " 3 0.197502 1801.3 11.1717 0.029721 0.001170 10 4 1 4.99821\n", " 4 0.520241 1812.64 11.3382 0.245689 0.047925 10 0 1 1.66607\n", " 5 0.805623 1815.14 2.49864 0.111862 0.013278 13 2 1 4.44285\n", " 6 1.553038 1817.35 2.20652 0.500056 0.149328 8 0 1 1.48095\n", " 7 2.474884 1818.24 0.893007 0.461350 0.134717 7 0 1 1.04422\n", " 8 3.330180 1818.64 0.399364 0.279204 0.094648 9 0 1 1.02799\n", " 9 4.074176 1818.9 0.263495 0.245776 0.192657 8 0 1 0.87742\n", "\n", " ========== Varying R38 net upward from -0.06817 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 0.094581 0.00157027 0.00157027 0.061080 0.734703 11 0 1 4.18945e-08\n", " 2 0.383653 0.00309655 0.00152628 0.094421 0.573605 12 0 1 1.69546e-08\n", " 3 0.574191 0.0037574 0.000660844 0.001809 0.152999 10 0 0.445 9.67817e-09\n", " 4 0.640027 0.00395686 0.000199467 0.688594 0.727505 17 0 0.137 9.67817e-09\n", " 5 1.243644 0.00541756 0.0014607 0.114057 0.278707 20 0 1 9.67817e-09\n", " 6 1.795759 0.00652647 0.00110891 -0.003334 0.042696 4 0 0.779 6.31352e-09\n", " 7 1.851545 0.00663819 0.000111715 0.060743 0.065598 15 0 0.0791 6.31352e-09\n", " 8 2.564165 0.00807054 0.00143236 -0.005607 0.050065 11 0 1 6.31352e-09\n", " 9 3.240583 0.00943741 0.00136687 -0.003751 0.088121 19 0 1 2.10451e-09\n", " 10 3.288034 0.00953358 9.61676e-05 0.047782 0.049429 16 0 0.064 7.01503e-10\n", " 11 4.008610 0.0109985 0.00146491 -0.005960 0.041757 6 0 1 7.01503e-10\n", "\n", " ========== Varying R38 net downward from -0.06817 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 0.632313 0.00448672 0.00448672 -0.072783 0.062732 19 2 1 3.35156e-07\n", " 2 1.344780 0.00683738 0.00235066 -0.038840 0.016985 10 0 1 1.11719e-07\n", " 3 2.061897 0.00883589 0.00199851 -0.035597 0.015578 18 0 1 3.72396e-08\n", " 4 2.777772 0.0107164 0.00188052 -0.036140 0.016276 10 0 1 1.24132e-08\n", " 5 3.490240 0.0125865 0.00187007 -0.038337 0.017487 12 0 1 4.13773e-09\n", " 6 3.949841 0.0138292 0.00124269 -0.023272 0.285418 8 0 1 1.37924e-09\n", "\n", " ========== Varying R38 exch upward from 0.0437 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 -0.002897 0.00109987 0.00109987 0.009482 0.279208 14 0 0.418 4.18945e-08\n", " 2 0.000393 0.00562319 0.00452332 0.036242 0.801228 6 0 1 4.18945e-08\n", " 3 0.742349 0.0113703 0.00574713 0.039922 0.066242 6 1 1 2.79297e-08\n", " 4 1.218193 0.0130612 0.00169087 -0.055602 0.236846 9 0 1 9.30989e-09\n", " 5 1.503734 0.0139294 0.000868246 -0.001075 0.481675 7 0 1 3.1033e-09\n", " 6 2.264554 0.0159337 0.00200426 -0.003806 0.003666 4 4 1 5.29629e-07\n", " 7 3.026255 0.017658 0.00172431 -0.003935 0.002656 12 2 1 1.41234e-06\n", " 8 3.413760 0.0184628 0.000804826 -0.001314 0.379467 10 0 1 4.70782e-07\n", " 9 3.159128 0.019941 0.00147815 -0.003852 1.019072 22 2 1 1.25542e-06\n", " 10 3.482346 0.0210101 0.00106917 -0.002011 0.443047 5 0 1 4.18473e-07\n", " 11 4.168238 0.0229517 0.00194156 -0.005103 0.077220 4 4 1 7.14193e-05\n", "\n", " ========== Varying R38 exch downward from 0.0437 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 0.198007 0.00236163 0.00236163 -0.014481 0.555434 10 2 1 3.35156e-07\n", " 2 0.622890 0.00412214 0.00176051 0.058840 0.402111 12 0 1 1.11719e-07\n", " 3 0.625047 0.0041677 4.55572e-05 -0.001099 0.062576 20 0 0.0866 4.37884e-08\n", " 4 1.348587 0.0060763 0.00190861 -0.019196 0.025548 9 0 1 4.37884e-08\n", " 5 1.575096 0.00656757 0.000491269 -0.000667 0.541109 6 0 1 1.45961e-08\n", " 6 1.662822 0.00675745 0.000189874 -0.000167 0.028886 5 0 0.158 4.86538e-09\n", " 7 1.910849 0.00728933 0.00053188 -0.001240 0.080884 6 0 0.441 4.86538e-09\n", " 8 2.645618 0.00879971 0.00151038 -0.009433 0.023668 5 0 1 4.86538e-09\n", " 9 2.927659 0.00934858 0.00054887 -0.001048 0.002222 2 0 0.386 1.62179e-09\n", " 10 3.678076 0.0107278 0.00137918 -0.005770 0.012105 4 0 1 1.62179e-09\n", " 11 3.770768 0.0108902 0.000162428 -0.000033 0.000164 1 0 0.127 5.40597e-10\n", " 12 4.532824 0.0121678 0.00127757 0.001233 0.007452 2 0 1 5.40597e-10\n", "\n", " ========== Varying R40 net upward from 0.5293 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 0.007232 0.00336737 0.00336737 -0.006366 0.754687 11 0 1 4.18945e-08\n", " 2 0.034772 0.00626481 0.00289744 -0.004651 0.736036 8 0 1 1.39648e-08\n", " 3 0.077977 0.0091176 0.00285279 -0.004534 0.720542 8 0 1 4.65494e-09\n", " 4 0.136562 0.0119522 0.00283464 -0.004442 0.705262 16 0 1 1.55165e-09\n", " 5 0.222855 0.0152008 0.00324861 -0.003856 0.678143 8 0 1 5.17216e-10\n", " 6 0.313580 0.0180045 0.00280362 -0.004260 0.673306 8 0 1 1.72405e-10\n", " 7 0.418708 0.0207948 0.00279038 -0.004179 0.658984 8 0 1 5.74685e-11\n", " 8 0.533466 0.0234738 0.00267899 -0.004485 0.649049 10 0 1 1.91562e-11\n", " 9 0.590270 0.0246956 0.0012218 -0.002876 0.434455 8 0 0.644 6.38538e-12\n", " 10 0.728837 0.0274555 0.00275989 -0.003996 0.625729 8 0 1 6.38538e-12\n", " 11 0.742191 0.0277076 0.000252076 -0.000033 0.056867 6 0 0.0917 2.12846e-12\n", " 12 0.847282 0.0296182 0.00191062 -0.001897 0.426869 7 0 0.696 2.12846e-12\n", " 13 1.037510 0.0328047 0.00318646 -0.003233 0.574831 7 0 1 2.12846e-12\n", " 14 1.057727 0.0331261 0.000321399 -0.000053 0.070072 6 0 0.118 7.09487e-13\n", " 15 1.247549 0.0360097 0.00288359 -0.002913 0.575556 9 0 1 7.09487e-13\n", " 16 1.268215 0.0363105 0.000300799 -0.000046 0.064257 5 0 0.111 2.36496e-13\n", " 17 1.357779 0.0375873 0.00127687 -0.000825 0.270907 8 0 0.471 2.36496e-13\n", " 18 1.541156 0.0400869 0.00249955 -0.000905 0.183379 9 0 0.486 2.36496e-13\n", " 19 2.306626 0.0492101 0.00912321 -0.002374 0.000448 9 0 1 2.36496e-13\n", " 20 2.437355 0.0506135 0.00140337 -0.000059 0.000014 6 0 0.181 7.88319e-14\n", " 21 2.882458 0.0551412 0.00452773 -0.003058 0.320132 6 0 1 7.88319e-14\n", " 22 3.130513 0.0575205 0.0023793 -0.005194 0.515043 7 0 1 2.62773e-14\n", " 23 3.235615 0.0585016 0.000981056 -0.000455 0.180594 2 0 0.373 8.7591e-15\n", " 24 3.077549 0.0596308 0.00112928 0.060804 0.294743 3 0 0.101 8.7591e-15\n", " 25 3.371743 0.062242 0.00261111 -0.003206 0.470891 2 0 1 8.7591e-15\n", " 26 3.676381 0.0648441 0.0026021 -0.003157 0.460497 2 0 1 2.9197e-15\n", " 27 3.999577 0.0675047 0.00266061 -0.002142 0.442953 2 0 1 9.73233e-16\n", "\n", " ========== Varying R40 net downward from 0.5293 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 0.695220 0.0475034 0.0475034 -0.067545 0.005525 12 0 1 4.18945e-08\n", " 2 1.263205 0.0920192 0.0445158 -0.049480 0.150827 13 0 1 1.39648e-08\n", " 3 1.818369 0.142836 0.0508171 -0.057478 0.155649 10 0 1 4.65494e-09\n", " 4 2.210697 0.185094 0.042258 -0.035670 0.116489 11 0 0.713 1.55165e-09\n", " 5 2.618153 0.237687 0.0525924 -0.050508 0.136005 13 0 0.777 1.55165e-09\n", " 6 2.947903 0.291307 0.0536201 -0.047921 0.129767 15 0 0.666 1.55165e-09\n", " 7 3.343044 0.388655 0.0973478 -0.143236 0.229914 11 0 1 1.55165e-09\n", " 8 3.498909 0.499123 0.110469 -0.165461 0.253938 9 0 0.759 5.17216e-10\n", " 9 3.469726 0.555175 0.0560518 -0.036379 0.188359 14 0 0.275 5.17216e-10\n", " 10 3.469971 0.556947 0.00177203 -0.000271 0.530935 7 0 0.693 5.17216e-10\n", " 11 3.472099 0.55797 0.00102262 0.000184 0.313370 6 0 0.412 5.17216e-10\n", " 12 3.474228 0.558625 0.000655566 -0.000036 0.195250 7 0 0.258 5.17216e-10\n", " 13 3.479632 0.559816 0.00119111 0.000251 0.363700 6 0 0.481 5.17216e-10\n", " 14 3.497706 0.562349 0.00253236 -0.000537 0.749680 10 0 1 5.17216e-10\n", " 15 3.501470 0.562758 0.000409306 0.000031 0.123976 6 0 0.167 1.72405e-10\n", " 16 3.529774 0.565274 0.00251628 -0.000522 0.739465 9 0 1 1.72405e-10\n", " 17 3.539642 0.566004 0.000729437 0.000096 0.219535 6 0 0.299 5.74685e-11\n", " 18 3.579132 0.568503 0.00249904 -0.000506 0.728296 9 0 1 5.74685e-11\n", " 19 3.625733 0.570921 0.00241824 0.001072 0.722762 8 0 1 1.91562e-11\n", " 20 3.681977 0.573395 0.00247372 -0.000481 0.711567 10 0 1 6.38538e-12\n", " 21 3.715542 0.574715 0.00132024 0.000323 0.390094 6 0 0.552 2.12846e-12\n", " 22 3.756368 0.576204 0.0014885 -0.000170 0.424055 9 0 0.606 2.12846e-12\n", " 23 3.828057 0.57858 0.00237631 0.001061 0.697664 8 0 1 2.12846e-12\n", " 24 3.910101 0.581016 0.00243617 0.000684 0.686931 10 1 1 1.41897e-12\n", "\n", " ========== Varying R40 exch upward from 1e-07 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 0.146926 0.0399858 0.0399858 0.656434 1.277757 33 4 1 2.145e-05\n", " 2 0.024425 0.113649 0.0736629 0.448898 0.637818 11 5 0.908 0.119133\n", " 3 0.055775 0.122771 0.00912249 0.043980 0.511974 5 3 1 7.62451\n", " 4 0.145030 0.135502 0.0127308 0.430908 0.790505 12 1 1 5.08301\n", " 5 0.280042 0.150821 0.0153188 0.310066 0.575741 12 1 1 6.53014\n", " 6 0.423767 0.165856 0.0150355 0.022239 0.129504 10 2 1 17.4137\n", " 7 0.649085 0.188827 0.0229703 0.280042 0.444101 11 0 1 5.80457\n", " 8 0.958623 0.220723 0.0318966 0.372215 0.485696 10 1 1 3.86971\n", " 9 1.383452 0.26663 0.0459064 0.435439 0.458789 8 1 1 2.57981\n", " 10 1.893233 0.326385 0.0597554 0.270549 0.302989 9 0 1 1.69575\n", " 11 2.519059 0.408635 0.0822497 0.196238 0.248096 9 0 1 0.565252\n", " 12 3.173756 0.507846 0.0992107 0.056584 0.120468 9 0 1 0.349824\n", " 13 3.845709 0.627485 0.11964 -0.003824 0.077323 9 0 1 0.116608\n", "\n", " ========== Varying R40 exch downward from 1e-07 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", "\n", " ========== Varying R42 net upward from -0.1835 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 -0.003856 0.000167246 0.000167246 0.000084 0.166978 10 0 0.213 4.18945e-08\n", " 2 0.000665 0.000839154 0.000671908 0.001200 0.764940 9 0 1 4.18945e-08\n", " 3 0.010738 0.00149272 0.000653561 0.001122 0.759330 9 0 1 1.39648e-08\n", " 4 0.026207 0.00213762 0.0006449 0.001097 0.753916 9 0 1 4.65494e-09\n", " 5 0.047013 0.00277715 0.000639534 0.001089 0.748574 9 0 1 1.55165e-09\n", " 6 0.073111 0.00341243 0.000635285 0.001088 0.743282 9 0 1 5.17216e-10\n", " 7 0.082354 0.00361038 0.000197943 0.000107 0.231442 7 0 0.313 1.72405e-10\n", " 8 0.115329 0.00424067 0.00063029 0.001089 0.736406 9 0 1 1.72405e-10\n", " 9 0.160445 0.00497293 0.000732263 0.001316 0.724491 7 0 1 5.74685e-11\n", " 10 0.182725 0.00529648 0.000323552 0.000294 0.377095 8 0 0.52 1.91562e-11\n", " 11 0.190169 0.00540015 0.000103663 0.000027 0.102376 3 0 0.143 1.91562e-11\n", " 12 0.237799 0.00602012 0.000619972 0.001093 0.721754 9 0 1 1.91562e-11\n", " 13 0.299599 0.00673763 0.000717513 0.001334 0.707827 8 0 1 6.38538e-12\n", " 14 0.331954 0.00708339 0.000345759 0.000350 0.401445 9 0 0.565 2.12846e-12\n", " 15 0.403567 0.00779227 0.000708882 0.001351 0.698029 8 0 1 2.12846e-12\n", " 16 0.410590 0.0078582 6.59277e-05 0.000013 0.076382 6 0 0.109 7.09487e-13\n", " 17 0.478086 0.00846434 0.000606145 0.001097 0.701893 9 0 1 7.09487e-13\n", " 18 0.485358 0.00852702 6.26774e-05 0.000012 0.061553 3 0 0.0898 2.36496e-13\n", " 19 0.558203 0.00912946 0.000602435 0.001098 0.696545 9 0 1 2.36496e-13\n", " 20 0.635846 0.00972857 0.000599115 0.001099 0.691747 10 0 1 7.88319e-14\n", " 21 0.731425 0.0104164 0.000687813 0.001358 0.674071 8 0 1 2.62773e-14\n", " 22 0.782558 0.0107657 0.000349307 0.001020 0.401872 12 0 0.589 8.7591e-15\n", " 23 0.821280 0.0108 3.43515e-05 0.000003 0.000000 0 0 0.0505 8.7591e-15\n", " 24 0.892758 0.0114795 0.000679419 0.001364 0.698178 7 0 1 8.7591e-15\n", " 25 0.988935 0.0120658 0.000586314 0.001101 0.673216 10 0 1 2.9197e-15\n", " 26 1.038907 0.0123587 0.000292916 0.000277 0.335921 8 0 0.502 9.73233e-16\n", " 27 1.157607 0.0130263 0.000667564 0.001373 0.650964 8 0 1 9.73233e-16\n", " 28 1.265826 0.0136043 0.000578029 0.001103 0.661176 14 0 1 3.24411e-16\n", " 29 1.378510 0.0141792 0.000574962 0.001105 0.656712 10 0 1 1.08137e-16\n", " 30 1.392138 0.0142471 6.78399e-05 0.000015 0.065893 5 0 0.104 3.60457e-17\n", " 31 1.565274 0.0150802 0.000833085 0.001822 0.596978 13 0 1 3.60457e-17\n", " 32 1.689287 0.0156474 0.00056719 0.001104 0.645383 10 0 1 1.20152e-17\n", " 33 1.817620 0.0162116 0.000564223 0.001105 0.641064 12 0 1 4.00508e-18\n", " 34 0.104210 0.0168575 0.00064594 0.000242 1.951151 37 0 0.311 1.33503e-18\n", " 35 0.170000 0.0177111 0.000853587 0.372521 1.075023 20 0 1 1.33503e-18\n", " 36 0.338517 0.0185859 0.000874777 0.542176 1.141950 20 0 1 1.33499e-18\n", " 37 0.430972 0.0194724 0.00088647 0.568289 1.244126 20 0 1 1.42793e-18\n", " 38 0.493117 0.0200116 0.000539214 0.101029 0.492601 20 11 0.591 1.70211e-09\n", " 39 0.499502 0.0200648 5.32221e-05 0.000090 0.038184 11 0 0.058 1.70211e-09\n", " 40 0.509695 0.0201481 8.33292e-05 0.000253 0.059581 11 1 0.0907 3.40422e-09\n", " 41 0.527911 0.0202897 0.000141554 0.001223 0.101065 11 0 0.154 3.40422e-09\n", " 42 1.291439 0.0250308 0.00474113 0.034113 0.028849 10 10 1 0.456907\n", " 43 1.560079 0.0263156 0.00128479 0.009776 0.508119 14 0 1 0.152302\n", " 44 2.324818 0.0294479 0.00313228 0.026353 0.023415 13 2 1 0.406139\n", " 45 2.669351 0.0306882 0.00124029 0.024458 0.446325 11 0 1 0.13538\n", " 46 3.101626 0.0321438 0.00145565 0.557504 0.890272 15 0 1 0.0451266\n", " 47 3.859085 0.0345025 0.00235867 0.024542 0.028645 12 2 1 0.392361\n", "\n", " ========== Varying R42 net downward from -0.1835 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 -0.000350 0.000747763 0.000747763 -0.007983 0.760643 15 0 1 4.18945e-08\n", " 2 0.012136 0.00159104 0.000843276 -0.007396 0.748409 16 0 1 1.39648e-08\n", " 3 0.299599 0.00695174 0.0053607 0.001092 0.004415 15 0 0.563 4.65494e-09\n", " 4 1.058726 0.0131539 0.00620216 -0.004233 0.004936 1 0 1 4.65494e-09\n", " 5 1.821380 0.0173872 0.00423326 -0.003359 0.002279 1 0 1 1.55165e-09\n", " 6 2.584483 0.0208485 0.00346135 -0.003184 0.002005 1 0 1 5.17216e-10\n", " 7 3.348187 0.0238714 0.0030229 -0.002982 0.001606 6 0 1 1.72405e-10\n", " 8 4.112693 0.0266 0.00272861 -0.002713 0.001071 1 0 1 5.74685e-11\n", "\n", " ========== Varying R42 exch upward from 0.2742 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 0.003840 0.000658045 0.000658045 0.001945 0.083812 2 0 0.114 4.18945e-08\n", " 2 0.029957 0.00637281 0.00571477 0.001784 0.743620 8 3 1 2.68125e-06\n", " 3 0.070520 0.00996593 0.00359312 0.000715 0.583870 11 0 0.815 8.93749e-07\n", " 4 0.171494 0.0154528 0.00548683 -0.010328 0.656990 9 0 1 8.93749e-07\n", " 5 0.306898 0.0207432 0.00529049 -0.009621 0.623267 9 0 1 2.97916e-07\n", " 6 0.325420 0.0213729 0.000629661 0.000018 0.113739 8 0 0.174 9.93055e-08\n", " 7 0.441873 0.0250017 0.00362875 0.000525 0.652349 11 0 1 9.93055e-08\n", " 8 0.572355 0.028575 0.00357331 0.000439 0.638245 10 0 1 3.31018e-08\n", " 9 0.717926 0.0321457 0.00357076 0.000356 0.623075 10 0 1 1.10339e-08\n", " 10 0.749381 0.0328727 0.000726995 0.000013 0.123026 7 0 0.203 3.67798e-09\n", " 11 0.812463 0.0342905 0.00141779 0.000045 0.238349 8 0 0.395 3.67798e-09\n", " 12 0.885297 0.0358674 0.00157693 0.000048 0.261610 8 0 0.438 3.67798e-09\n", " 13 0.943369 0.0361432 0.000275748 0.000001 0.000000 0 0 0.0763 3.67798e-09\n", " 14 0.970173 0.0376339 0.00149066 0.000036 0.288271 8 0 0.412 3.67798e-09\n", " 15 1.050695 0.0392473 0.00161343 0.000034 0.259269 8 0 0.445 3.67798e-09\n", " 16 1.246303 0.0401812 0.000933926 0.000009 0.000000 0 0 0.256 3.67798e-09\n", " 17 1.293932 0.0438174 0.00363624 0.000083 0.720746 10 0 1 3.67798e-09\n", " 18 1.399930 0.0443292 0.00051173 0.000001 0.000000 0 0 0.139 1.22599e-09\n", " 19 1.535870 0.0480052 0.00367604 -0.000019 0.632333 10 0 1 1.22599e-09\n", " 20 1.588911 0.0482641 0.000258902 -0.000000 0.000000 0 0 0.0697 4.08665e-10\n", " 21 1.781644 0.0519792 0.00371504 -0.000119 0.575439 11 0 1 4.08665e-10\n", " 22 2.027760 0.055733 0.00375386 -0.000214 0.521962 10 0 1 1.36222e-10\n", " 23 2.138348 0.0562838 0.000550805 -0.000006 0.000000 0 0 0.145 4.54072e-11\n", " 24 2.328827 0.0600769 0.00379312 -0.000326 0.577490 15 0 1 4.54072e-11\n", " 25 2.763491 0.0659644 0.00588744 -0.002976 0.330652 13 0 1 1.51357e-11\n", " 26 3.520405 0.0754065 0.00944209 -0.009983 0.001396 9 0 1 5.04524e-12\n", " 27 4.278126 0.084112 0.00870557 -0.009160 0.001411 6 0 1 1.68175e-12\n", "\n", " ========== Varying R42 exch downward from 0.2742 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 0.417152 0.0227396 0.0227396 -0.014783 0.332701 13 5 1 0.0001716\n", " 2 0.129280 0.0408322 0.0180926 -0.041611 1.014454 39 0 1 5.72e-05\n", " 3 0.123543 0.14165 0.100817 -0.014239 0.163972 19 6 1 0.624776\n", " 4 0.050210 0.215537 0.0738879 0.027367 0.109324 12 2 1 1.66607\n", " 5 0.025530 0.274225 0.0586877 0.067456 0.056944 15 0 0.423 0.555357\n", "\n", " ========== Varying R44 upward from 0.5975 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 0.758219 0.0306001 0.0306001 0.002806 0.012537 7 1 1 8.3789e-08\n", " 2 1.366562 0.0412001 0.0106 -0.003826 0.156123 3 0 1 2.79297e-08\n", " 3 2.132213 0.0516364 0.0104363 -0.001891 0.000749 3 0 1 9.30989e-09\n", " 4 2.792724 0.0592476 0.00761118 -0.002445 0.105336 3 0 1 3.1033e-09\n", " 5 3.047181 0.0619457 0.00269811 -0.000163 0.000083 3 0 0.345 1.03443e-09\n", " 6 3.192422 0.0634372 0.00149157 -0.000054 0.020037 2 0 0.223 1.03443e-09\n", " 7 3.871660 0.0700177 0.00658048 -0.001871 0.087183 2 0 1 1.03443e-09\n", "\n", " ========== Varying R44 downward from 0.5975 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 -0.003508 0.048806 0.048806 -0.067514 0.704285 9 0 1 4.18945e-08\n", " 2 -0.002738 0.0985189 0.0497129 -0.071201 0.696321 11 0 1 1.39648e-08\n", " 3 -0.001717 0.149437 0.0509179 -0.076025 0.691246 14 0 1 4.65494e-09\n", " 4 -0.000290 0.201944 0.0525072 -0.082709 0.684156 23 0 1 1.55165e-09\n", " 5 0.001817 0.256657 0.0547132 -0.092586 0.673599 41 0 1 5.17216e-10\n", " 6 0.080668 0.263019 0.00636145 -0.001334 0.001130 8 0 0.11 1.72405e-10\n", " 7 0.223135 0.274773 0.0117547 -0.004254 0.010049 10 0 0.21 1.72405e-10\n", " 8 0.008433 0.333378 0.058605 -0.101735 0.881247 14 0 1 1.72405e-10\n", " 9 0.019548 0.399611 0.0662327 -0.152255 0.604919 12 7 1 1.5065e-05\n", " 10 0.037685 0.438421 0.0388102 0.217115 0.369304 12 8 1 10.5312\n", " 11 0.088938 0.469284 0.0308628 0.362947 0.530987 15 1 1 7.0208\n", " 12 0.143861 0.494004 0.0247201 0.280699 0.648431 12 0 1 2.34027\n", " 13 0.149662 0.509961 0.0159569 0.348838 0.935063 13 1 1 1.56018\n", " 14 0.130489 0.524467 0.0145059 0.225961 0.765009 17 1 1 2.59905\n", " 15 0.096948 0.541446 0.0169796 0.141046 0.269325 13 2 1 6.93079\n", " 16 0.032725 0.56691 0.0254639 0.251956 0.508543 15 0 1 2.31026\n", " 17 0.028766 0.585813 0.018903 0.067087 0.046218 13 0 0.393 0.770088\n", " 18 0.088776 0.58737 0.00155705 -0.006239 0.700039 12 0 1 0.770088\n", " 19 0.152690 0.588262 0.00089131 -0.003540 0.505311 12 0 0.75 0.256696\n", " 20 0.924704 0.593239 0.00497724 0.154613 0.140464 15 0 1 0.256696\n", " 21 1.661397 0.596141 0.00290186 0.000257 0.031414 13 0 1 0.194129\n", " 22 1.921458 0.597059 0.000918291 0.012200 0.519633 12 0 1 0.0647096\n", " 23 2.042528 0.597481 0.000421483 0.034125 0.203849 11 0 0.381 0.0215699\n", "\n", " ========== Varying R46 upward from 0.1836 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 0.059778 0.00295599 0.00295599 -0.006706 0.701319 10 0 1 4.18945e-08\n", " 2 0.092436 0.00364404 0.000688043 -0.003516 0.732106 14 0 1 1.39648e-08\n", " 3 0.138934 0.00444595 0.000801911 -0.002982 0.718810 20 0 1 4.65494e-09\n", " 4 0.156200 0.0047089 0.000262952 -0.000172 0.148072 17 0 0.217 1.55165e-09\n", " 5 0.192259 0.00521622 0.000507314 -0.000621 0.284229 16 0 0.42 1.55165e-09\n", " 6 0.405140 0.00756686 0.00235065 0.075908 0.628914 35 6 1 5.08444e-05\n", " 7 0.558043 0.00889054 0.00132367 -0.001002 0.442644 27 0 0.781 2.39578e-05\n", " 8 0.648243 0.00958382 0.00069328 -0.000473 0.126444 10 0 0.292 2.39578e-05\n", " 9 1.005646 0.011988 0.00240423 -0.009698 0.399527 10 0 1 2.39578e-05\n", " 10 1.285471 0.0135859 0.00159784 -0.004086 0.483415 12 0 1 7.98594e-06\n", " 11 1.528824 0.0148457 0.00125978 -0.003147 0.521428 14 0 1 2.66198e-06\n", " 12 1.751876 0.0159193 0.0010736 -0.002448 0.542648 14 0 1 8.87326e-07\n", " 13 1.861839 0.0164224 0.000503104 -0.000544 0.300260 9 0 0.536 2.95775e-07\n", " 14 2.073092 0.0173586 0.000936207 -0.001876 0.555092 13 0 1 2.95775e-07\n", " 15 2.272545 0.0182002 0.000841647 -0.001545 0.567258 13 0 1 9.85918e-08\n", " 16 2.468358 0.0189927 0.000792512 -0.001403 0.571061 8 0 1 3.28639e-08\n", " 17 2.665878 0.0197652 0.0007725 -0.001345 0.569422 10 0 1 1.09546e-08\n", " 18 2.868651 0.0205303 0.000765065 -0.001317 0.564200 11 0 1 3.65155e-09\n", " 19 3.077463 0.0212926 0.000762331 -0.001298 0.558181 8 0 1 1.21718e-09\n", " 20 3.292632 0.0220538 0.000761134 -0.001283 0.551839 8 0 1 4.05728e-10\n", " 21 3.342253 0.0222263 0.000172496 -0.000065 0.124108 8 0 0.227 1.35243e-10\n", " 22 3.536886 0.0228998 0.000673502 -0.002444 0.571215 13 0 1 1.35243e-10\n", " 23 3.733431 0.0235731 0.000673323 -0.002436 0.569310 11 0 1 4.50808e-11\n", " 24 3.931990 0.0242465 0.000673364 -0.002425 0.567308 11 0 1 1.50269e-11\n", "\n", " ========== Varying R46 downward from 0.1836 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 -0.002485 0.000347115 0.000347115 -0.000977 0.358138 13 0 0.465 4.18945e-08\n", " 2 0.005219 0.00109093 0.000743819 -0.004633 0.755954 8 0 1 4.18945e-08\n", " 3 0.021334 0.00182962 0.000738682 -0.004577 0.747599 4 0 1 1.39648e-08\n", " 4 0.045376 0.00256324 0.000733624 -0.004523 0.739727 11 0 1 4.65494e-09\n", " 5 0.077297 0.00329184 0.0007286 -0.004468 0.731904 11 0 1 1.55165e-09\n", " 6 0.117089 0.0040155 0.000723657 -0.004414 0.724085 8 0 1 5.17216e-10\n", " 7 0.132174 0.00425734 0.000241838 -0.000496 0.242652 9 0 0.336 1.72405e-10\n", " 8 0.134621 0.00429527 3.79338e-05 -0.000012 0.038120 5 0 0.0529 1.72405e-10\n", " 9 0.185066 0.00501214 0.000716869 -0.004340 0.713506 7 0 1 1.72405e-10\n", " 10 0.202431 0.00523579 0.000223648 -0.000425 0.223259 6 0 0.314 5.74685e-11\n", " 11 0.262770 0.00594635 0.000710565 -0.004273 0.703680 9 0 1 5.74685e-11\n", " 12 0.266310 0.00598534 3.89888e-05 -0.000013 0.038824 4 0 0.0552 1.91562e-11\n", " 13 0.334480 0.00669091 0.000705575 -0.004219 0.695902 9 0 1 1.91562e-11\n", " 14 0.389998 0.00721326 0.00052235 -0.002317 0.514491 8 0 0.745 6.38538e-12\n", " 15 0.470895 0.00791072 0.000697455 -0.004132 0.683262 9 0 1 6.38538e-12\n", " 16 0.559078 0.00860364 0.000692917 -0.004076 0.676034 10 0 1 2.12846e-12\n", " 17 0.575821 0.00872899 0.00012535 -0.000132 0.122834 7 0 0.182 7.09487e-13\n", " 18 0.672226 0.00941654 0.00068755 -0.004022 0.667865 9 0 1 7.09487e-13\n", " 19 0.775614 0.0100996 0.000683085 -0.003972 0.660931 9 0 1 2.36496e-13\n", " 20 0.885892 0.0107783 0.00067866 -0.003927 0.654087 9 0 1 7.88319e-14\n", " 21 1.002973 0.0114526 0.000674283 -0.003882 0.647329 10 0 1 2.62773e-14\n", " 22 1.126769 0.0121225 0.000669974 -0.003830 0.640665 10 0 1 8.7591e-15\n", " 23 1.257201 0.0127882 0.00066568 -0.003795 0.634065 10 0 1 2.9197e-15\n", " 24 1.279540 0.0128992 0.000110956 -0.000106 0.106273 11 0 0.168 9.73233e-16\n", " 25 1.417608 0.0135599 0.000660753 -0.003744 0.626479 9 0 1 9.73233e-16\n", " 26 1.562074 0.0142165 0.000656582 -0.003701 0.620126 11 0 1 3.24411e-16\n", " 27 0.051526 0.0147401 0.000523545 0.244662 1.990162 38 4 0.307 5.53662e-14\n", " 28 0.073790 0.0153547 0.000614607 0.030936 0.584303 16 0 0.75 5.53662e-14\n", " 29 0.104535 0.0160144 0.000659732 0.049405 0.630088 17 0 0.796 5.53662e-14\n", " 30 0.153588 0.0168464 0.000831962 0.139714 0.858953 20 0 1 5.53662e-14\n", " 31 0.214711 0.0176843 0.00083794 0.165282 0.872451 17 0 1 4.11026e-14\n", " 32 0.288786 0.0185345 0.000850219 0.214028 0.908244 17 0 1 3.3501e-14\n", " 33 0.294053 0.0185859 5.13635e-05 0.000046 0.040172 9 0 0.0592 3.05914e-14\n", " 34 0.380947 0.0194395 0.000853621 0.258444 0.939843 20 0 1 3.05914e-14\n", " 35 0.484074 0.0203199 0.000880385 0.340714 1.005878 18 0 1 2.95196e-14\n", " 36 0.603199 0.0212213 0.00090141 0.441347 1.090514 18 0 1 2.94769e-14\n", " 37 0.738375 0.0221344 0.00091311 0.512619 1.145735 17 0 1 2.95743e-14\n", " 38 0.893673 0.0230827 0.000948321 0.696948 1.309942 18 0 1 3.06805e-14\n", " 39 0.907680 0.0231609 7.82059e-05 0.000155 0.048097 10 6 0.0808 1.54813e-09\n", " 40 1.069178 0.0240549 0.000893956 0.290283 0.896941 17 8 1 0.00324667\n", " 41 1.231488 0.0248825 0.000827576 0.222381 0.764098 17 0 0.917 0.0031991\n", " 42 1.428127 0.0258144 0.000931983 0.384967 0.956464 16 0 1 0.0031991\n", " 43 1.642798 0.0267596 0.0009452 0.425354 0.978810 14 0 1 0.0031991\n", " 44 1.879206 0.0277323 0.000972606 0.475207 1.006912 14 0 1 0.003203\n", " 45 2.144920 0.0287562 0.00102397 0.514358 1.016738 16 0 1 0.00324542\n", " 46 2.434674 0.0298069 0.00105063 0.495659 0.973987 15 0 1 0.00337124\n", " 47 2.752678 0.0308973 0.00109042 0.430455 0.880523 26 0 1 0.00345324\n", " 48 3.098012 0.0320236 0.00112636 0.331941 0.754683 9 0 1 0.0034592\n", " 49 3.468667 0.0331811 0.00115751 0.212616 0.610052 12 0 1 0.00345041\n", " 50 3.862219 0.0343657 0.0011846 0.129103 0.503674 14 0 1 0.00314215\n", "\n", " ========== Varying R47 upward from 1e-07 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 0.762354 0.00052126 0.00052126 -0.001539 0.004399 9 0 1 4.18945e-08\n", " 2 1.527633 0.00104586 0.000524601 -0.001496 0.001516 7 0 1 1.39648e-08\n", " 3 2.292725 0.00157329 0.000527428 -0.001267 0.001933 19 0 1 4.65494e-09\n", " 4 3.057629 0.00210327 0.000529976 -0.001517 0.001870 9 0 1 1.55165e-09\n", " 5 3.823088 0.00263595 0.000532683 -0.001529 0.001304 8 0 1 5.17216e-10\n", " 6 4.588571 0.00317139 0.000535437 -0.001538 0.001271 8 0 1 1.72405e-10\n", "\n", " ========== Varying R47 downward from 1e-07 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", "\n", " ========== Varying R48 upward from 1e-07 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 0.760621 0.000521259 0.000521259 -0.001539 0.006129 18 0 1 4.18945e-08\n", " 2 1.526098 0.00104578 0.000524517 -0.001501 0.001315 9 0 1 1.39648e-08\n", " 3 2.076464 0.00142453 0.000378752 0.007196 0.009503 13 0 0.72 4.65494e-09\n", " 4 2.841502 0.00195342 0.000528889 0.001989 0.005242 13 0 1 4.65494e-09\n", " 5 3.130191 0.00215371 0.000200298 -0.000130 0.000529 8 0 0.377 1.55165e-09\n", " 6 3.452651 0.00237788 0.00022417 -0.000204 0.000567 9 0 0.421 1.55165e-09\n", " 7 3.763811 0.00259466 0.000216772 -0.000188 0.000537 10 0 0.406 1.55165e-09\n", " 8 4.070181 0.00280854 0.000213878 -0.000181 0.000528 9 0 0.4 1.55165e-09\n", "\n", " ========== Varying R48 downward from 1e-07 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", "\n", " ========== Varying R49 upward from 1e-07 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 0.760352 0.000527786 0.000527786 -0.002982 0.004955 12 0 1 4.18945e-08\n", " 2 1.494371 0.00103934 0.00051155 -0.002349 0.031923 3 0 1 1.39648e-08\n", " 3 2.230800 0.00155723 0.000517897 -0.002186 0.029676 10 0 1 4.65494e-09\n", " 4 2.969076 0.00208101 0.000523776 -0.002472 0.027545 11 0 1 1.55165e-09\n", " 5 3.733058 0.00262774 0.000546735 -0.003051 0.001259 9 0 1 5.17216e-10\n", " 6 4.497043 0.00317948 0.000551734 -0.003066 0.001241 10 0 1 1.72405e-10\n", "\n", " ========== Varying R49 downward from 1e-07 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", "\n", " ========== Varying R50 upward from 1e-07 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 0.755277 0.00118612 0.00118612 -0.006125 0.006889 10 0 1 4.18945e-08\n", " 2 1.514801 0.0023972 0.00121108 -0.006192 0.002576 9 0 1 1.39648e-08\n", " 3 2.274301 0.00363359 0.0012364 -0.006256 0.002536 9 0 1 4.65494e-09\n", " 4 2.612989 0.00419328 0.000559687 -0.001247 0.000494 8 0 0.443 1.55165e-09\n", " 5 3.372474 0.00546739 0.00127411 -0.006349 0.002457 9 0 1 1.55165e-09\n", " 6 4.131941 0.00676835 0.00130096 -0.006413 0.002413 9 0 1 5.17216e-10\n", "\n", " ========== Varying R50 downward from 1e-07 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", "\n", " ========== Varying R51 upward from 1.291 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 -0.000194 0.00423248 0.00423248 -0.003268 0.765160 9 0 1 4.18945e-08\n", " 2 0.012359 0.00866371 0.00443123 -0.007748 0.747962 5 0 1 1.39648e-08\n", " 3 0.031332 0.0127062 0.00404251 -0.005771 0.743541 5 0 1 4.65494e-09\n", " 4 0.059880 0.0170735 0.0043673 -0.007573 0.732168 4 0 1 1.55165e-09\n", " 5 0.093511 0.0210865 0.004013 -0.005663 0.728997 5 0 1 5.17216e-10\n", " 6 0.137999 0.0254516 0.00436503 -0.001371 0.722426 7 0 1 1.72405e-10\n", " 7 0.190443 0.0297797 0.00432814 -0.007350 0.708497 4 0 1 5.74685e-11\n", " 8 0.250683 0.0340963 0.00431661 -0.007275 0.700777 5 0 1 1.91562e-11\n", " 9 0.265568 0.0350795 0.000983165 -0.000331 0.159984 5 0 0.228 6.38538e-12\n", " 10 0.284107 0.0362684 0.00118894 0.001663 0.193526 5 0 0.274 6.38538e-12\n", " 11 0.290562 0.0366731 0.000404721 -0.000064 0.065680 5 0 0.0941 6.38538e-12\n", " 12 0.363520 0.0409719 0.00429875 -0.007164 0.688170 6 0 1 6.38538e-12\n", " 13 0.444260 0.0452598 0.00428793 -0.007085 0.680465 7 0 1 2.12846e-12\n", " 14 0.532720 0.049537 0.00427718 -0.007006 0.672825 5 0 1 7.09487e-13\n", " 15 0.554467 0.0505314 0.000994398 -0.000335 0.156747 5 0 0.233 2.36496e-13\n", " 16 0.652379 0.0547952 0.00426383 -0.006940 0.663440 5 0 1 2.36496e-13\n", " 17 0.757865 0.0590486 0.00425343 -0.006873 0.655932 6 0 1 7.88319e-14\n", " 18 0.778636 0.0598221 0.000773461 0.168600 0.208263 6 1 0.079 5.25546e-14\n", " 19 0.892151 0.0640609 0.00423879 -0.006785 0.647991 6 0 1 5.25546e-14\n", " 20 1.013898 0.0682917 0.00423076 -0.006732 0.639814 6 0 1 1.75182e-14\n", " 21 1.133308 0.0722043 0.00391259 -0.004540 0.644341 4 0 1 5.8394e-15\n", " 22 1.269235 0.0764164 0.00421217 -0.006613 0.625751 5 0 1 1.94647e-15\n", " 23 1.339973 0.0785204 0.00210397 -0.001459 0.342641 4 0 0.54 6.48822e-16\n", " 24 1.486751 0.082718 0.0041976 -0.006516 0.614997 5 0 1 6.48822e-16\n", " 25 1.629211 0.0866007 0.00388268 -0.004921 0.620911 5 0 1 2.16274e-16\n", " 26 1.777822 0.0904764 0.00387577 -0.004882 0.614798 4 0 1 7.20914e-17\n", " 27 1.932543 0.0943454 0.00386893 -0.004844 0.608727 4 0 1 2.40305e-17\n", " 28 2.093334 0.0982075 0.00386217 -0.004806 0.602695 4 0 1 8.01015e-18\n", " 29 2.260155 0.102063 0.00385548 -0.004767 0.596704 4 0 1 2.67005e-18\n", " 30 2.432966 0.105912 0.00384887 -0.004730 0.590750 4 0 1 8.90017e-19\n", " 31 2.525003 0.107907 0.00199499 -0.001269 0.305344 4 0 0.519 2.96672e-19\n", " 32 2.706840 0.111746 0.00383897 -0.004675 0.581779 4 0 1 2.96672e-19\n", " 33 2.892037 0.115527 0.00378159 -0.002521 0.580575 4 0 1 9.88907e-20\n", " 34 2.913280 0.115953 0.000425983 0.013878 0.071023 6 0 0.102 3.29636e-20\n", " 35 3.068260 0.119017 0.00306335 -0.002952 0.457096 4 0 0.801 3.29636e-20\n", " 36 3.084710 0.119337 0.000320561 0.003140 0.051680 8 0 0.0847 3.29636e-20\n", " 37 3.609694 0.129162 0.00982494 -0.002259 0.239418 3 17 1 9.27842e-06\n", " 38 3.926834 0.134759 0.00559694 -0.003197 0.446830 6 0 1 3.09281e-06\n", "\n", " ========== Varying R51 downward from 1.291 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 0.000410 0.00403444 0.00403444 -0.000729 0.767128 11 0 1 4.18945e-08\n", " 2 0.010612 0.00803626 0.00400182 -0.000760 0.757309 4 0 1 1.39648e-08\n", " 3 0.012948 0.00871168 0.000675422 -0.000022 0.129019 9 0 0.171 4.65494e-09\n", " 4 0.031517 0.012649 0.00393732 -0.000763 0.748953 3 0 1 4.65494e-09\n", " 5 0.056697 0.0165524 0.00390341 -0.000756 0.742354 2 0 1 1.55165e-09\n", " 6 0.088400 0.0204308 0.00387837 -0.000744 0.735843 3 0 1 5.17216e-10\n", " 7 0.126542 0.0242873 0.00385648 -0.000731 0.729418 3 0 1 1.72405e-10\n", " 8 0.171030 0.028123 0.00383578 -0.000718 0.723086 2 0 1 5.74685e-11\n", " 9 0.221780 0.0319387 0.00381564 -0.000705 0.716836 2 0 1 1.91562e-11\n", " 10 0.278147 0.0356996 0.00376093 -0.000659 0.711266 3 0 1 6.38538e-12\n", " 11 0.313666 0.0378774 0.00217776 -0.000225 0.406831 3 0 0.577 2.12846e-12\n", " 12 0.380087 0.0416428 0.00376538 -0.000673 0.701198 2 0 1 2.12846e-12\n", " 13 0.452460 0.045389 0.00374625 -0.000660 0.695259 2 0 1 7.09487e-13\n", " 14 0.530641 0.0491163 0.00372732 -0.000609 0.689502 2 0 1 2.36496e-13\n", " 15 0.614652 0.052825 0.00370867 -0.000628 0.683651 2 0 1 7.88319e-14\n", " 16 0.704376 0.0565152 0.00369023 -0.000617 0.677951 3 0 1 2.62773e-14\n", " 17 0.782562 0.059543 0.00302779 -0.000416 0.554633 2 0 0.825 8.7591e-15\n", " 18 0.882492 0.0632002 0.00365715 -0.000598 0.667764 2 0 1 8.7591e-15\n", " 19 0.988018 0.0668512 0.00365107 0.004812 0.667577 2 0 1 2.9197e-15\n", " 20 1.086799 0.0673179 0.000466641 -0.000010 0.000000 0 0 0.129 9.73233e-16\n", " 21 1.020505 0.0679326 0.000614733 -0.000017 0.196566 2 0 0.17 9.73233e-16\n", " 22 1.132983 0.071549 0.0036164 -0.000576 0.655237 2 0 1 9.73233e-16\n", " 23 1.250777 0.0751481 0.00359905 -0.000554 0.649944 2 0 1 3.24411e-16\n", " 24 1.373830 0.0787299 0.00358187 -0.000554 0.644685 2 0 1 1.08137e-16\n", " 25 1.502068 0.0822948 0.00356489 -0.000543 0.639511 2 0 1 3.60457e-17\n", " 26 1.470243 0.0828709 0.000576053 0.001131 0.131880 2 0 0.129 1.20152e-17\n", " 27 1.579205 0.0857638 0.00289295 -0.000352 0.516931 4 0 0.815 1.20152e-17\n", " 28 1.717013 0.0892864 0.00352258 0.024458 0.654941 3 0 1 1.20152e-17\n", " 29 1.860249 0.092804 0.00351764 -0.000508 0.624548 2 0 1 4.00508e-18\n", " 30 2.008411 0.0963054 0.00350132 -0.000495 0.619635 4 0 1 1.33503e-18\n", " 31 2.304914 0.10295 0.00664426 0.001790 0.473579 2 0 1 4.45008e-19\n", " 32 2.467051 0.106405 0.003455 -0.000467 0.605687 2 0 1 1.48336e-19\n", " 33 2.633874 0.109844 0.00343943 -0.000459 0.601011 2 0 1 4.94454e-20\n", " 34 2.805316 0.113268 0.003424 -0.000449 0.596400 3 0 1 1.64818e-20\n", " 35 2.981328 0.116677 0.00340874 -0.000438 0.591842 2 0 1 5.49393e-21\n", " 36 3.160617 0.120048 0.00337083 -0.000407 0.588595 3 0 1 1.83131e-21\n", " 37 3.344316 0.123404 0.00335643 -0.000401 0.584192 3 0 1 6.10437e-22\n", " 38 3.532379 0.126746 0.00334218 -0.000389 0.579840 3 0 1 2.03479e-22\n", " 39 3.726005 0.130096 0.00334957 -0.000403 0.574263 3 0 1 6.78263e-23\n", " 40 3.922659 0.13341 0.00331402 -0.000373 0.571264 3 0 1 2.26088e-23\n", "\n", " ========== Varying R52 upward from 0.2284 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 -0.003265 0.000829475 0.000829475 -0.000022 0.177286 7 0 0.228 4.18945e-08\n", " 2 0.019063 0.00445432 0.00362485 -0.001179 0.744782 10 0 1 4.18945e-08\n", " 3 0.045256 0.00649838 0.00204406 -0.000363 0.413100 8 0 0.574 1.39648e-08\n", " 4 0.083234 0.00863141 0.00213303 -0.000386 0.424864 8 0 0.604 1.39648e-08\n", " 5 0.169299 0.0121266 0.00349518 -0.000999 0.681227 14 0 1 1.39648e-08\n", " 6 0.264439 0.0150528 0.00292624 0.000047 0.673199 11 0 1 4.65494e-09\n", " 7 0.401718 0.0184518 0.00339899 -0.000883 0.630129 9 0 1 1.55165e-09\n", " 8 0.565528 0.021803 0.00335122 -0.000831 0.603651 9 0 1 5.17216e-10\n", " 9 0.755055 0.025109 0.00330592 -0.000785 0.577980 9 0 1 1.72405e-10\n", " 10 1.529002 0.0354524 0.0103434 0.012163 0.006508 5 0 1 5.74685e-11\n", " 11 1.573409 0.0359525 0.000500103 0.000024 0.000009 3 0 0.0637 1.91562e-11\n", " 12 1.776586 0.038154 0.00220156 0.000479 0.000271 3 0 0.284 1.91562e-11\n", " 13 2.547265 0.0455184 0.00736433 0.005802 0.003415 3 0 1 1.91562e-11\n", " 14 3.225175 0.0518146 0.0062962 0.004025 0.094407 3 0 1 6.38538e-12\n", " 15 3.693214 0.0559928 0.00417825 0.003552 0.303804 2 0 1 2.12846e-12\n", " 16 1.985880 0.0626337 0.00664085 0.010854 2.486480 27 0 1 7.09487e-13\n", " 17 2.033060 0.0631085 0.000474848 0.008610 0.009175 10 0 0.0643 2.36496e-13\n", " 18 2.802791 0.070189 0.00708052 0.288178 0.280821 13 14 1 0.130015\n", " 19 3.184928 0.0733518 0.00316275 0.012850 0.397562 10 0 1 0.127589\n", " 20 3.947269 0.0791891 0.00583733 0.013173 0.015779 9 2 1 0.340238\n", "\n", " ========== Varying R52 downward from 0.2284 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 -0.002243 0.0323779 0.0323779 -0.006112 0.756882 17 0 1 4.18945e-08\n", " 2 -0.002235 0.228447 0.196069 -0.000000 0.000000 0 0 0.000822 1.39648e-08\n", "\n", " ========== Varying R53 upward from 1e-07 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 0.000000 0.228447 0.228447 0.000000 0.000000 0 0 0.783 4.18945e-08\n", " 2 -0.001542 0.229295 0.000848244 0.000612 0.239179 20 0 0.309 4.18945e-08\n", " 3 0.062879 0.235923 0.00662807 0.001615 0.704397 19 5 1 0.0001716\n", " 4 0.090974 0.237425 0.00150168 0.000015 0.329426 26 0 0.467 5.72e-05\n", " 5 0.185783 0.241122 0.00369709 -0.001602 0.669539 5 0 1 5.72e-05\n", " 6 0.410037 0.247078 0.0059565 -0.006344 0.536777 9 0 1 1.90667e-05\n", " 7 0.679206 0.252286 0.00520744 -0.001790 0.496775 6 0 1 6.35555e-06\n", " 8 0.894147 0.255715 0.00342916 -0.000701 0.552109 5 0 1 2.11852e-06\n", " 9 1.226412 0.260271 0.0045563 0.001104 0.437048 5 0 1 7.06172e-07\n", " 10 1.363773 0.261967 0.00169612 0.000028 0.351577 3 0 0.637 2.35391e-07\n", " 11 1.640760 0.265142 0.00317424 -0.000649 0.490599 3 0 1 2.35391e-07\n", " 12 2.066190 0.269527 0.00438496 0.002548 0.345401 6 0 1 7.84636e-08\n", " 13 2.524423 0.273859 0.00433202 0.003219 0.313275 6 0 1 2.61545e-08\n", " 14 0.913185 0.27813 0.00427109 0.003329 2.382859 42 0 1 8.71818e-09\n", " 15 1.680405 0.287863 0.00973366 0.014974 0.011914 12 10 1 0.390045\n", " 16 2.003947 0.291259 0.00339544 0.005825 0.449468 15 0 1 0.130015\n", " 17 2.768552 0.298341 0.00708264 0.014023 0.014476 13 2 1 0.346706\n", " 18 3.149088 0.30151 0.00316892 0.018198 0.404457 15 0 1 0.115569\n", " 19 3.912367 0.30738 0.00586935 0.015554 0.016851 22 2 1 0.308183\n", "\n", " ========== Varying R53 downward from 1e-07 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", "\n", " ========== Varying R54 upward from 0.02094 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 0.055683 0.00267106 0.00267106 -0.026110 0.686482 8 2 1 3.35156e-07\n", " 2 0.181290 0.00494464 0.00227357 -0.022245 0.620440 9 0 1 1.11719e-07\n", " 3 0.341374 0.00703501 0.00209038 -0.020357 0.587852 15 0 1 3.72396e-08\n", " 4 0.985805 0.0133196 0.00628456 -0.114538 0.009322 11 0 1 1.24132e-08\n", " 5 1.665895 0.0189512 0.00563163 -0.081995 0.006207 14 0 1 4.13773e-09\n", " 6 1.865230 0.0205483 0.00159709 -0.005650 0.000311 18 0 0.289 1.37924e-09\n", " 7 2.224648 0.0234176 0.00286933 -0.017921 0.001137 9 0 0.516 1.37924e-09\n", " 8 2.921276 0.0290563 0.00563864 -0.065996 0.005668 18 0 1 1.37924e-09\n", " 9 3.620086 0.0349762 0.00591995 -0.063542 0.005940 8 0 1 4.59748e-10\n", " 10 4.318622 0.0413316 0.00635536 -0.063237 0.006519 6 0 1 1.53249e-10\n", "\n", " ========== Varying R54 downward from 0.02094 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 0.000650 0.000695669 0.000695669 -0.001102 0.766534 12 0 1 4.18945e-08\n", " 2 0.014237 0.0013653 0.000669628 -0.007952 0.746725 7 0 1 1.39648e-08\n", " 3 0.036651 0.00200782 0.000642525 -0.007686 0.738182 7 0 1 4.65494e-09\n", " 4 0.752920 0.00757037 0.00556254 0.158680 0.205712 9 6 1 5.08444e-05\n", " 5 0.908581 0.0081814 0.000611035 -0.006314 0.606241 12 0 1 3.98663e-05\n", " 6 1.082105 0.00878443 0.000603033 -0.005233 0.589320 11 0 1 1.32888e-05\n", " 7 1.279709 0.00939525 0.000610822 -0.002930 0.567177 11 0 1 4.42959e-06\n", " 8 1.491576 0.00998135 0.000586094 -0.002718 0.552764 10 0 1 1.47653e-06\n", " 9 1.686719 0.0104709 0.000489575 -0.003061 0.556580 6 0 0.983 4.92176e-07\n", " 10 1.925291 0.0110171 0.000546196 -0.001836 0.527102 8 0 1 4.92176e-07\n", " 11 2.141517 0.0114713 0.000454146 0.001538 0.553319 7 0 1 1.64059e-07\n", " 12 2.340540 0.0118606 0.000389303 -0.003029 0.565916 5 0 1 5.46863e-08\n", " 13 2.528607 0.0122067 0.0003461 -0.003294 0.576817 6 0 1 1.82288e-08\n", " 14 2.715994 0.0125331 0.000326428 -0.003293 0.577574 6 0 1 6.07625e-09\n", " 15 2.906554 0.0128483 0.000315237 -0.003193 0.574526 6 0 1 2.02542e-09\n", " 16 2.955006 0.012926 7.76967e-05 -0.000205 0.145371 5 0 0.253 6.75139e-10\n", " 17 3.122290 0.0131872 0.000261158 -0.002227 0.486924 6 0 0.855 6.75139e-10\n", " 18 3.323226 0.0134875 0.000300272 -0.002880 0.564471 7 0 1 6.75139e-10\n", " 19 3.529170 0.0137815 0.000294014 -0.002726 0.559621 7 0 1 2.25046e-10\n", " 20 3.738887 0.01407 0.000288486 -0.002563 0.556012 13 0 1 7.50155e-11\n", " 21 3.862304 0.0142363 0.000166313 -0.000866 0.324797 14 0 0.585 2.50052e-11\n", "\n", " ========== Varying R55 upward from 0.003472 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 0.037248 0.000165954 0.000165954 0.044170 0.775149 13 0 1 4.18945e-08\n", " 2 0.088938 0.000360427 0.000194473 -0.000926 0.715675 10 0 1 1.39648e-08\n", " 3 0.153052 0.000478159 0.000117732 0.000078 0.419501 4 2 0.636 3.72396e-08\n", " 4 0.199658 0.000546521 6.83618e-05 -0.000186 0.239153 5 0 0.379 3.72396e-08\n", " 5 0.228596 0.000585253 3.87321e-05 -0.000064 0.134786 7 0 0.218 3.72396e-08\n", " 6 0.383629 0.0007617 0.000176447 -0.001658 0.611599 13 0 1 3.72396e-08\n", " 7 0.550344 0.000917335 0.000155635 -0.001529 0.532170 8 0 0.914 1.24132e-08\n", " 8 0.658899 0.0010073 8.99651e-05 -0.000557 0.303908 8 0 0.543 1.24132e-08\n", " 9 0.829495 0.00113604 0.000128742 -0.001261 0.431528 7 0 0.789 1.24132e-08\n", " 10 0.930597 0.00120679 7.07451e-05 -0.000401 0.234671 7 0 0.442 1.24132e-08\n", " 11 0.983550 0.00124249 3.5699e-05 -0.000105 0.117742 6 0 0.226 1.24132e-08\n", " 12 1.014607 0.00126303 2.05453e-05 -0.000035 0.067566 3 0 0.131 1.24132e-08\n", " 13 1.052421 0.00127089 7.86322e-06 -0.000005 0.000000 0 0 0.0501 1.24132e-08\n", " 14 1.278470 0.00142766 0.000156768 -0.002251 0.539992 9 0 1 1.24132e-08\n", " 15 1.396072 0.00149625 6.85854e-05 -0.000447 0.222120 7 0 0.447 4.13773e-09\n", " 16 1.449403 0.00152653 3.02865e-05 -0.000089 0.097539 6 0 0.199 4.13773e-09\n", " 17 1.601166 0.00161023 8.36963e-05 -0.000251 0.616278 9 0 1 4.13773e-09\n", " 18 1.888800 0.00176022 0.000149986 -0.002415 0.478243 3 0 1 1.37924e-09\n", " 19 2.007183 0.00181916 5.89444e-05 -0.000382 0.185672 9 0 0.4 4.59748e-10\n", " 20 2.052752 0.00184147 2.23064e-05 -0.000055 0.069918 3 0 0.152 4.59748e-10\n", " 21 2.080010 0.00185471 1.32459e-05 -0.000020 0.041442 3 0 0.0906 4.59748e-10\n", " 22 2.828107 0.00219466 0.000339949 -0.018659 0.001536 12 0 1 4.59748e-10\n", " 23 3.165171 0.00233595 0.000141292 -0.002596 0.428631 8 0 1 1.53249e-10\n", " 24 3.512395 0.00247558 0.000139625 -0.002626 0.418442 7 0 1 5.10831e-11\n", " 25 3.792877 0.00258459 0.000109015 -0.001640 0.322831 7 0 0.789 1.70277e-11\n", " 26 4.156623 0.00272162 0.000137022 -0.002670 0.401875 7 0 1 1.70277e-11\n", "\n", " ========== Varying R55 downward from 0.003472 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 0.000666 8.13701e-05 8.13701e-05 -0.000901 0.766718 10 0 1 4.18945e-08\n", " 2 0.032425 0.000223882 0.000142511 -0.007521 0.729008 6 0 1 1.39648e-08\n", " 3 0.067234 0.000311612 8.77304e-05 -0.002737 0.449822 12 0 0.638 4.65494e-09\n", " 4 0.143920 0.000446097 0.000134485 -0.006099 0.685505 6 0 1 4.65494e-09\n", " 5 0.245775 0.000576187 0.00013009 -0.005361 0.661075 10 0 1 1.55165e-09\n", " 6 0.371302 0.000702225 0.000126038 -0.004727 0.638037 11 0 1 5.17216e-10\n", " 7 0.394941 0.00072331 2.1085e-05 -0.000129 0.107075 6 0 0.172 1.72405e-10\n", " 8 0.651654 0.00091913 0.00019582 -0.009046 0.502532 10 0 1 1.72405e-10\n", " 9 0.840487 0.00103762 0.000118491 -0.007518 0.571941 9 0 1 5.74685e-11\n", " 10 0.892504 0.00106767 3.00527e-05 -0.000471 0.145621 6 0 0.261 1.91562e-11\n", " 11 0.911257 0.00107828 1.06017e-05 -0.000026 0.052835 6 0 0.0944 1.91562e-11\n", " 12 0.952628 0.00110125 2.29781e-05 -0.000121 0.114339 7 0 0.205 1.91562e-11\n", " 13 0.965963 0.00110854 7.29075e-06 -0.000012 0.036262 4 0 0.0654 1.91562e-11\n", " 14 0.979649 0.00111597 7.42576e-06 -0.000028 0.035907 5 0 0.0655 1.91562e-11\n", " 15 1.197057 0.00122709 0.000111122 -0.002623 0.548260 10 0 1 1.91562e-11\n", " 16 1.432221 0.0013355 0.000108411 -0.002286 0.530842 11 0 1 6.38538e-12\n", " 17 1.462496 0.00134873 1.32265e-05 -0.000032 0.064573 5 0 0.125 2.12846e-12\n", " 18 1.882811 0.00151859 0.000169861 -0.004232 0.343742 10 0 1 2.12846e-12\n", " 19 2.163330 0.00162044 0.000101849 -0.001539 0.486234 10 0 1 7.09487e-13\n", " 20 2.394385 0.00169892 7.84781e-05 -0.000765 0.371269 10 0 0.787 2.36496e-13\n", " 21 2.702086 0.00179709 9.81752e-05 -0.001170 0.459420 11 0 1 2.36496e-13\n", " 22 3.024376 0.00189339 9.62975e-05 -0.000999 0.445002 9 0 1 7.88319e-14\n", " 23 3.094919 0.00191368 2.02942e-05 -0.000036 0.029523 6 0 0.133 2.62773e-14\n", " 24 3.434518 0.00200792 9.42315e-05 -0.000674 0.428018 9 0 1 2.62773e-14\n", " 25 3.807896 0.00210564 9.77266e-05 0.007975 0.402865 7 0 1 8.7591e-15\n", " 26 4.408402 0.00225193 0.000146285 0.724441 0.892226 27 2 1 2.33576e-14\n", "\n", " ========== Varying R56 upward from 1e-07 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 0.757619 0.0011861 0.0011861 -0.006125 0.004535 24 0 1 4.18945e-08\n", " 2 1.515922 0.00239716 0.00121106 -0.006192 0.003796 2 0 1 1.39648e-08\n", " 3 2.274160 0.00363305 0.00123589 -0.006254 0.003801 27 0 1 4.65494e-09\n", " 4 2.431316 0.00389218 0.000259137 -0.000264 0.004839 9 0 0.211 1.55165e-09\n", " 5 3.190799 0.00515996 0.00126778 -0.006334 0.002475 13 0 1 1.55165e-09\n", " 6 3.950236 0.00645443 0.00129447 -0.006397 0.002458 15 0 1 5.17216e-10\n", "\n", " ========== Varying R56 downward from 1e-07 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", "\n", " ========== Varying R57 upward from 1e-07 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 0.756719 0.00116983 0.00116983 -0.006253 0.005307 8 0 1 4.18945e-08\n", " 2 1.516082 0.00236404 0.00119421 -0.006313 0.002616 3 0 1 1.39648e-08\n", " 3 2.275375 0.00358353 0.00121949 -0.006373 0.002625 16 0 1 4.65494e-09\n", " 4 3.012445 0.00479224 0.00120871 -0.005992 0.025230 5 0 1 1.55165e-09\n", " 5 3.752648 0.00602977 0.00123753 -0.006099 0.021990 6 0 1 5.17216e-10\n", " 6 4.495706 0.00729748 0.00126771 -0.006209 0.019025 5 0 1 1.72405e-10\n", "\n", " ========== Varying R57 downward from 1e-07 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", "\n", " ========== Varying R58 upward from 1e-07 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 0.755508 0.00163435 0.00163435 -0.002253 0.010506 6 0 1 4.18945e-08\n", " 2 1.519304 0.00329404 0.00165969 -0.002028 0.002467 11 0 1 1.39648e-08\n", " 3 1.727282 0.00374883 0.000454788 -0.000152 0.000216 10 0 0.271 4.65494e-09\n", " 4 2.490973 0.00542906 0.00168023 -0.002071 0.002530 11 0 1 4.65494e-09\n", " 5 3.254651 0.00712591 0.00169685 -0.002105 0.002509 10 0 1 1.55165e-09\n", " 6 4.018244 0.00883967 0.00171375 -0.002139 0.002560 11 0 1 5.17216e-10\n", "\n", " ========== Varying R58 downward from 1e-07 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", "\n", " ========== Varying R59 upward from 1e-07 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 0.762432 0.000742119 0.000742119 -0.001093 0.004761 13 0 1 4.18945e-08\n", " 2 1.528384 0.00148644 0.00074432 -0.001119 0.001221 13 0 1 1.39648e-08\n", " 3 2.294125 0.00223303 0.000746589 -0.001141 0.001410 16 0 1 4.65494e-09\n", " 4 3.059636 0.00298194 0.000748909 -0.001161 0.001620 10 0 1 1.55165e-09\n", " 5 3.825069 0.00373321 0.000751273 -0.001182 0.001677 9 0 1 5.17216e-10\n", " 6 4.590414 0.00448689 0.000753679 -0.001201 0.001746 7 0 1 1.72405e-10\n", "\n", " ========== Varying R59 downward from 1e-07 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", "\n", " ========== Varying R61 upward from 1e-07 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 0.762149 0.000249835 0.000249835 -0.001141 0.005001 9 0 1 4.18945e-08\n", " 2 0.805801 0.000264093 1.42575e-05 -0.000004 0.000000 0 0 0.0569 1.39648e-08\n", " 3 1.571701 0.000514751 0.000250658 -0.001162 0.001230 13 0 1 1.39648e-08\n", " 4 2.337805 0.000766358 0.000251607 -0.001158 0.001029 9 0 1 4.65494e-09\n", " 5 3.103918 0.00101885 0.000252495 -0.001160 0.001020 9 0 1 1.55165e-09\n", " 6 3.220109 0.00105723 3.83722e-05 -0.000027 0.000025 7 0 0.151 5.17216e-10\n", " 7 3.864484 0.0012704 0.000213172 -0.000820 0.000713 7 0 0.841 5.17216e-10\n", "\n", " ========== Varying R61 downward from 1e-07 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", "\n", " ========== Varying R62 upward from 1e-07 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 0.759996 0.000456503 0.000456503 -0.003015 0.005280 16 0 1 4.18945e-08\n", " 2 1.523847 0.000917259 0.000460756 -0.003032 0.001409 5 0 1 1.39648e-08\n", " 3 2.287705 0.00138233 0.000465074 -0.003042 0.001392 9 0 1 4.65494e-09\n", " 4 3.051588 0.00185175 0.000469418 -0.003052 0.001357 10 0 1 1.55165e-09\n", " 5 3.815503 0.00232555 0.000473796 -0.003061 0.001315 9 0 1 5.17216e-10\n", " 6 4.579426 0.00280375 0.000478201 -0.003070 0.001299 10 0 1 1.72405e-10\n", "\n", " ========== Varying R62 downward from 1e-07 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", "\n", " ========== Varying R64 upward from 0.1153 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 0.006893 0.000752026 0.000752026 -0.006810 0.754584 16 0 1 4.18945e-08\n", " 2 0.028914 0.001493 0.000740976 -0.005233 0.741034 13 4 1 7.15e-06\n", " 3 0.065630 0.0022384 0.000745402 0.038446 0.770017 16 0 1 2.38333e-06\n", " 4 0.116919 0.00298579 0.000747387 -0.007169 0.709833 17 0 1 7.94444e-07\n", " 5 0.183582 0.00374393 0.000758141 -0.007008 0.694611 14 0 1 2.64815e-07\n", " 6 0.264184 0.00450887 0.000764935 -0.006922 0.680761 11 0 1 8.82715e-08\n", " 7 0.285771 0.00469 0.000181133 0.123303 0.281164 22 0 0.234 2.94238e-08\n", " 8 0.384463 0.00545913 0.00076913 -0.006924 0.662669 11 0 1 2.94238e-08\n", " 9 0.506372 0.00626984 0.000810707 -0.006979 0.639394 9 0 1 9.80795e-09\n", " 10 0.649141 0.00710814 0.000838305 -0.008118 0.617394 13 0 1 3.26932e-09\n", " 11 0.657902 0.00715654 4.83995e-05 -0.000026 0.038627 5 0 0.0618 1.08977e-09\n", " 12 0.820302 0.00800353 0.000846991 -0.007996 0.597893 13 0 1 1.08977e-09\n", " 13 0.999680 0.00885077 0.000847233 -0.008106 0.580805 12 0 1 3.63257e-10\n", " 14 1.196466 0.00970062 0.000849851 -0.008096 0.563410 9 0 1 1.21086e-10\n", " 15 1.410455 0.0105529 0.000852268 -0.008085 0.546217 15 0 1 4.03619e-11\n", " 16 1.626547 0.0113537 0.000800851 -0.006859 0.545340 14 0 1 1.3454e-11\n", " 17 1.873620 0.0122109 0.000857115 -0.008066 0.513153 14 0 1 4.48466e-12\n", " 18 1.893824 0.0122785 6.76666e-05 -0.000048 0.039493 8 0 0.0778 1.49489e-12\n", " 19 1.942339 0.0124397 0.000161199 -0.000284 0.095071 10 0 0.187 1.49489e-12\n", " 20 2.214097 0.0133099 0.000870178 -0.007926 0.488608 10 0 1 1.49489e-12\n", " 21 2.503598 0.014184 0.000874142 -0.007884 0.470907 10 0 1 4.98295e-13\n", " 22 2.581294 0.0144106 0.000226526 -0.000518 0.119796 9 2 0.258 1.32879e-12\n", " 23 2.886802 0.0152716 0.000861001 -0.006810 0.455973 17 0 1 1.32879e-12\n", " 24 3.196380 0.0161052 0.000833604 0.001973 0.460686 6 0 1 4.42929e-13\n", " 25 3.518563 0.0169335 0.000828341 -0.007087 0.439022 9 0 1 1.47643e-13\n", " 26 3.685988 0.0173541 0.000420636 -0.001521 0.197380 7 0 0.477 4.92144e-14\n", " 27 3.810456 0.0176634 0.000309285 -0.000881 0.141788 7 0 0.348 4.92144e-14\n", " 28 3.840412 0.0177364 7.29433e-05 -0.000054 0.032960 10 0 0.082 4.92144e-14\n", " 29 4.208148 0.0186322 0.000895856 -0.007241 0.393315 8 0 1 4.92144e-14\n", "\n", " ========== Varying R64 downward from 0.1153 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 0.000597 0.000547425 0.000547425 0.002357 0.770022 11 0 1 4.18945e-08\n", " 2 0.048845 0.00195344 0.00140602 -0.002762 0.717280 14 0 1 1.39648e-08\n", " 3 0.080068 0.00246706 0.000513611 0.001166 0.738234 4 0 1 4.65494e-09\n", " 4 0.103016 0.00278172 0.000314668 0.034233 0.195106 16 2 0.24 1.24132e-08\n", " 5 0.227598 0.00408896 0.00130724 0.116379 0.760084 26 0 1 1.24132e-08\n", " 6 0.233421 0.00414039 5.14306e-05 0.000012 0.072601 5 0 0.102 8.20895e-09\n", " 7 0.295021 0.00464289 0.000502498 0.001175 0.707862 9 0 1 8.20895e-09\n", " 8 0.363320 0.00514045 0.000497559 0.001163 0.701154 8 0 1 2.73632e-09\n", " 9 0.438300 0.00563447 0.000494018 0.001158 0.694469 9 0 1 9.12106e-10\n", " 10 0.499973 0.00573569 0.000101219 -0.000001 0.000000 0 0 0.0806 3.04035e-10\n", " 11 0.633506 0.00674638 0.0010107 -0.000644 0.484892 17 0 0.807 3.04035e-10\n", " 12 0.730133 0.00723107 0.000484686 0.001959 0.673623 11 0 1 3.04035e-10\n", " 13 0.833226 0.00771291 0.000481842 0.001155 0.666354 11 0 1 1.01345e-10\n", " 14 1.125883 0.00893253 0.00121962 0.002019 0.477654 14 0 1 3.37817e-11\n", " 15 1.163554 0.00906677 0.000134236 0.000027 0.048009 7 0 0.112 1.12606e-11\n", " 16 1.288314 0.00953845 0.000471676 0.001152 0.644684 8 0 1 1.12606e-11\n", " 17 1.640754 0.0107275 0.00118903 0.002237 0.418089 25 0 1 3.75352e-12\n", " 18 1.654467 0.0107709 4.34066e-05 0.000018 0.059099 4 0 0.095 1.25117e-12\n", " 19 1.802373 0.0112275 0.000456594 0.001995 0.622380 6 0 1 1.25117e-12\n", " 20 0.342011 0.0123882 0.00116068 0.475770 2.704423 36 2 1 3.33646e-12\n", " 21 0.433495 0.0130005 0.000612302 0.148221 0.825029 18 0 1 3.38173e-12\n", " 22 0.471143 0.0132317 0.000231201 0.004943 0.255021 14 0 0.375 2.59835e-12\n", " 23 0.578549 0.0138425 0.000610844 0.167133 0.828019 20 0 1 2.59835e-12\n", " 24 0.647981 0.0142059 0.000363387 0.026473 0.401768 17 0 0.579 2.1299e-12\n", " 25 0.777666 0.0148317 0.000625768 0.229073 0.867680 17 0 1 2.1299e-12\n", " 26 0.921899 0.0154654 0.000633764 0.254977 0.879037 17 0 1 1.98978e-12\n", " 27 1.082149 0.0161102 0.000644792 0.323768 0.931810 17 0 1 1.91414e-12\n", " 28 1.204048 0.016569 0.000458812 0.103606 0.506087 16 0 0.683 1.90671e-12\n", " 29 1.395444 0.0172408 0.000671803 0.517097 1.093993 20 0 1 1.90671e-12\n", " 30 1.609562 0.0179373 0.00069647 0.633743 1.187916 18 0 1 1.98575e-12\n", " 31 1.697347 0.0182089 0.00027164 0.017930 0.218918 15 0 0.376 2.53045e-12\n", " 32 2.467055 0.0203294 0.00212045 0.184231 0.176387 13 13 1 0.173891\n", " 33 3.237096 0.0221304 0.001801 0.256314 0.248227 13 0 1 0.146941\n", " 34 4.005518 0.0237265 0.00159609 0.243534 0.236958 15 0 1 0.140681\n", "\n", " ========== Varying R65 upward from 9.998e-08 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 0.665851 0.004076 0.004076 0.072814 0.098369 12 4 1 2.145e-05\n", " 2 1.381211 0.00850751 0.00443151 -0.007188 0.045736 13 0 1 7.15e-06\n", " 3 2.104702 0.0129944 0.00448686 -0.007313 0.037487 5 0 1 2.38333e-06\n", " 4 2.831376 0.0175311 0.00453669 0.136869 0.178486 17 0 1 7.94444e-07\n", " 5 3.562725 0.0221274 0.00459633 0.071701 0.108643 13 0 1 5.82546e-07\n", " 6 4.298691 0.0267836 0.00465619 0.138552 0.170877 13 0 1 2.69097e-07\n", "\n", " ========== Varying R65 downward from 9.998e-08 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", "\n", " ========== Varying R66 upward from 1e-07 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 0.640310 0.00391939 0.00391939 0.051629 0.108532 13 4 1 2.145e-05\n", " 2 1.357357 0.00834734 0.00442795 -0.006847 0.044389 7 0 1 7.15e-06\n", " 3 2.037709 0.012565 0.00421769 0.019543 0.107472 14 2 1 1.90667e-05\n", " 4 2.764485 0.0171024 0.00453739 -0.007273 0.034241 7 0 1 6.35555e-06\n", " 5 3.423148 0.021238 0.00413562 0.004113 0.113736 16 2 1 1.69481e-05\n", " 6 4.157791 0.0258895 0.00465147 -0.007612 0.026036 9 0 1 5.64938e-06\n", "\n", " ========== Varying R66 downward from 1e-07 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", "\n", " ========== Varying R70 upward from 0.1153 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 0.000068 0.000569775 0.000569775 -0.004225 0.763996 9 0 1 4.18945e-08\n", " 2 0.018412 0.00130866 0.000738886 -0.007203 0.742744 17 0 1 1.39648e-08\n", " 3 0.051357 0.00205127 0.000742605 -0.007187 0.728160 12 0 1 4.65494e-09\n", " 4 0.098943 0.00279763 0.000746359 -0.007172 0.713534 10 0 1 1.55165e-09\n", " 5 0.108371 0.00292331 0.000125686 -0.000202 0.118934 7 0 0.168 5.17216e-10\n", " 6 0.173132 0.00367425 0.000750941 -0.007157 0.696374 10 0 1 5.17216e-10\n", " 7 0.202617 0.00397042 0.00029617 -0.001104 0.270603 9 0 0.392 1.72405e-10\n", " 8 0.238787 0.00430675 0.000336332 -0.001283 0.285838 8 0 0.421 1.72405e-10\n", " 9 0.330731 0.00506503 0.000758277 -0.007135 0.669212 9 0 1 1.72405e-10\n", " 10 0.343854 0.0051645 9.94734e-05 -0.000122 0.086891 7 0 0.13 5.74685e-11\n", " 11 0.452618 0.00592742 0.000762919 -0.007124 0.652404 8 0 1 5.74685e-11\n", " 12 0.478695 0.00609674 0.000169317 -0.000348 0.142989 6 0 0.221 1.91562e-11\n", " 13 0.605717 0.00686479 0.000768046 -0.007113 0.634157 9 0 1 1.91562e-11\n", " 14 0.747756 0.00763711 0.000772327 -0.007105 0.619148 10 0 1 6.38538e-12\n", " 15 0.845101 0.00812634 0.000489224 -0.002823 0.383545 9 0 0.63 2.12846e-12\n", " 16 1.011879 0.00890582 0.000779487 -0.007094 0.594419 10 0 1 2.12846e-12\n", " 17 1.193736 0.00968982 0.000783994 -0.007088 0.579347 7 0 1 7.09487e-13\n", " 18 1.280729 0.0100446 0.000354818 -0.001437 0.257022 9 0 0.45 2.36496e-13\n", " 19 1.484929 0.0108353 0.000790663 -0.007062 0.557030 12 0 1 2.36496e-13\n", " 20 1.510916 0.0109322 9.68563e-05 -0.000105 0.067375 8 2 0.122 6.30655e-13\n", " 21 1.732627 0.0117281 0.000795899 -0.006868 0.539712 13 0 1 6.30655e-13\n", " 22 1.969600 0.0125288 0.000800742 -0.007079 0.524241 11 0 1 2.10218e-13\n", " 23 2.222017 0.0133346 0.00080581 -0.007024 0.508851 10 0 1 7.00728e-14\n", " 24 2.490316 0.0141452 0.000810623 -0.007078 0.492914 12 0 1 2.33576e-14\n", " 25 2.774406 0.014961 0.000815782 -0.007052 0.477150 27 0 1 7.78587e-15\n", " 26 2.805140 0.0150469 8.59042e-05 -0.000022 0.049482 17 0 0.105 2.59529e-15\n", " 27 3.106805 0.0158683 0.000821421 -0.007082 0.459545 14 0 1 2.59529e-15\n", " 28 3.424789 0.0166958 0.000827489 0.621558 1.071866 20 0 1 8.65096e-16\n", " 29 3.454526 0.0167714 7.55867e-05 -0.000029 0.039873 5 0 0.0907 1.06931e-15\n", " 30 3.496661 0.0168782 0.000106754 -0.000032 0.056117 13 0 0.128 1.06931e-15\n", " 31 3.680829 0.0173411 0.000462901 0.042446 0.283593 16 0 0.554 1.06931e-15\n", " 32 4.023209 0.0181855 0.000844473 0.656756 1.082668 29 0 1 1.06931e-15\n", "\n", " ========== Varying R70 downward from 0.1153 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 0.176115 0.00360314 0.00360314 -0.004039 0.588042 9 0 1 4.18945e-08\n", " 2 0.588990 0.00650741 0.00290426 -0.001711 0.353675 12 0 1 1.39648e-08\n", " 3 0.892491 0.00801323 0.00150583 -0.000428 0.101146 14 0 0.528 4.65494e-09\n", " 4 1.552101 0.0112175 0.00320424 -0.003604 0.105077 7 0 1 4.65494e-09\n", " 5 2.176506 0.0142691 0.00305159 -0.001646 0.142242 6 0 1 1.55165e-09\n", " 6 2.753032 0.0171041 0.00283507 -0.001735 0.190030 22 0 1 5.17216e-10\n", " 7 3.395637 0.0202838 0.00317967 0.127309 0.252990 19 1 1 3.44811e-10\n", " 8 3.450532 0.0205566 0.000272748 0.009883 0.019911 12 0 0.0846 2.4175e-10\n", " 9 3.672831 0.0216624 0.00110583 0.000333 0.060366 12 2 0.368 1.934e-09\n", " 10 4.328488 0.0249375 0.0032751 -0.010295 0.102339 18 0 1 1.934e-09\n", "\n", " ========== Varying R71 upward from 0.02094 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 0.057324 0.00267106 0.00267106 -0.026110 0.684842 9 2 1 3.35156e-07\n", " 2 0.182729 0.00494409 0.00227303 -0.022249 0.620638 5 0 1 1.11719e-07\n", " 3 0.342663 0.00703408 0.00208999 -0.020350 0.588007 6 0 1 3.72396e-08\n", " 4 0.524475 0.00902632 0.00199224 -0.018939 0.567539 18 0 1 1.24132e-08\n", " 5 0.723306 0.0109637 0.00193733 -0.018551 0.550910 8 0 1 4.13773e-09\n", " 6 0.934762 0.0128734 0.00190977 -0.018073 0.538763 15 0 1 1.37924e-09\n", " 7 1.156221 0.0147743 0.00190084 -0.017746 0.529087 16 0 1 4.59748e-10\n", " 8 1.385848 0.0166804 0.00190613 -0.017530 0.521134 8 0 1 1.53249e-10\n", " 9 1.622673 0.0186025 0.00192208 -0.017231 0.514234 7 0 1 5.10831e-11\n", " 10 1.671691 0.0189961 0.000393593 -0.000294 0.000040 5 0 0.0712 1.70277e-11\n", " 11 1.915960 0.0209519 0.00195589 -0.017324 0.506698 8 0 1 1.70277e-11\n", " 12 2.165752 0.0229445 0.00199259 -0.017275 0.501224 7 3 1 3.63257e-10\n", " 13 2.420090 0.0249823 0.0020378 -0.017228 0.496723 7 2 1 9.68686e-10\n", " 14 2.679197 0.0270752 0.00209285 -0.017445 0.491740 7 0 1 3.22895e-10\n", " 15 3.377611 0.0328794 0.00580421 -0.064041 0.005834 9 0 1 1.07632e-10\n", " 16 4.076394 0.0390653 0.00618587 -0.063109 0.006399 16 0 1 3.58773e-11\n", "\n", " ========== Varying R71 downward from 0.02094 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 0.014284 0.00135177 0.00135177 -0.006457 0.747539 6 0 1 4.18945e-08\n", " 2 0.071530 0.0026911 0.00133933 -0.006392 0.704645 9 0 1 1.39648e-08\n", " 3 0.111934 0.00328863 0.000597534 -0.007195 0.720684 4 0 1 4.65494e-09\n", " 4 0.160505 0.0038657 0.000577068 -0.006970 0.712744 3 0 1 1.55165e-09\n", " 5 0.816234 0.00782753 0.00396182 0.084107 0.192452 5 6 1 1.69481e-05\n", " 6 0.980035 0.00843787 0.000610341 -0.005694 0.598624 10 0 1 8.5273e-06\n", " 7 1.136107 0.00895796 0.000520094 0.273587 0.885621 16 0 1 2.84243e-06\n", " 8 1.608726 0.0102801 0.00132218 -0.006161 0.287844 6 0 1 2.77433e-06\n", " 9 2.195698 0.0115797 0.00129953 -0.006009 0.175014 17 0 1 9.24777e-07\n", " 10 2.918599 0.012876 0.00129631 -0.006007 0.039284 63 0 1 3.08259e-07\n", " 11 3.677835 0.0141783 0.00130234 -0.006029 0.003025 53 0 1 1.02753e-07\n", " 12 4.434512 0.0155086 0.0013303 -0.006110 0.005505 12 0 1 3.4251e-08\n", "\n", " ========== Varying R72 upward from 1e-07 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", " 1 0.762009 0.000764718 0.000764718 -0.001240 0.005043 19 0 1 4.18945e-08\n", " 2 1.527969 0.00153227 0.000767549 -0.001257 0.001074 8 0 1 1.39648e-08\n", " 3 2.293936 0.00230281 0.000770544 -0.001261 0.001063 8 0 1 4.65494e-09\n", " 4 3.059914 0.00307636 0.000773553 -0.001265 0.001048 8 0 1 1.55165e-09\n", " 5 3.518064 0.00354048 0.000464117 -0.000452 0.000374 6 0 0.598 5.17216e-10\n", " 6 4.284052 0.00431885 0.000778373 -0.001271 0.001033 9 0 1 5.17216e-10\n", "\n", " ========== Varying R72 downward from 1e-07 ==========\n", "\n", " Delta Delta Predictor Corrector Corrector Failed\n", " Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda\n", "\n", "\tContinuation completed in 484.6600 seconds.\n", "\n", "\tPreprocessing time: 0.8200 s\n", "\n", "\tComputation time: 483.8400 s\n", "Warning: Network is ill-conditioned.\n", "\n", "\tSimulation completed in 0.2900 seconds.\n", "\n", "\tPreprocessing time: 0.2300 s\n", "\n", "\tComputation time: 0.0300 s\n", "\n", "\tPostprocessing time: 0.0300 s\n", "\n", "--- 344.1000120639801 seconds -\n" ] } ], "source": [ "incawrapper.run_inca(script_fructose, INCA_base_directory)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Analysis of the INCA results\n", "Now that INCA has estimated the fluxes, we are ready to analyze the results. The incawrapper contains a INCAResults class, which is used to read and parse the matlab file produced by INCA. Simply provide the name of the .mat file as the first argument." ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "res = incawrapper.INCAResults(OUTPUT_FILE_FRUCTOSE)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "We can view the fitted fluxes in the .fitdata.fitted_parameters attribute. This attribute also contains information about the fit to the other measurements types, e.g. the MS fragments. Here, we the filter to get only the flux values." ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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typeideqnvalstdlbubunitfreealfchi2scontcorcovvalsbase
0Net fluxex_1FRU.ext -> F6P9.999959e-010.0500000.9019821.097989[]00.05[977.9222383178287, 977.8134131582744, 977.045...0[1.0, 1.7680563727593792e-06, 1.76805637275937...[0.002499998198652431, 8.831844977574832e-12, ...[0.9006256173765403, 0.9020039654296124, 0.912...{'id': []}
1Net fluxex_2GLY.ext -> GLY1.000000e-070.00010000.000196[]00.05[973.9736662532712, 973.9736662532712, 974.741...0[2.107727302141344e-06, 1.0, 1.0, -1.739597081...[1.0528578768369268e-11, 9.980928930564126e-09...[-4.656612873077393e-10, 9.99999991702083e-08,...{'id': []}
2Net fluxR1GLY -> DHAP1.000000e-070.00010000.000196[]00.05[973.9736662532712, 973.9736662532712, 974.741...0[2.107727302141344e-06, 1.0, 1.0, -1.739597081...[1.0528578768369268e-11, 9.980928930564126e-09...[-4.656612873077393e-10, 9.99999991702083e-08,...{'id': []}
3Net fluxR2 netF6P <-> G6P1.345854e+0011.8717731.2095241.484241[]00.05[978.3043971558807, 977.5356371882385, 976.888...0[0.005425767117719797, -1.7394281393203833e-05...[0.0032206725517401305, -2.0630395225484932e-0...[1.2011822990399648, 1.214549393854479, 1.2269...{'id': []}
4Exch fluxR2 exchF6P <-> G6P1.192970e-07181.0193360inf[]10.05[973.9736662532712, 973.9736662532712, 973.970...0[2.949294468612045e-14, 5.738918002194418e-13,...[2.6693956696769924e-13, 1.0378640492598318e-1...[0.0, 1.1929695279932834e-07, 5734.85643425305...{'id': []}
\n", "
" ], "text/plain": [ " type id eqn val std lb \\\n", "0 Net flux ex_1 FRU.ext -> F6P 9.999959e-01 0.050000 0.901982 \n", "1 Net flux ex_2 GLY.ext -> GLY 1.000000e-07 0.000100 0 \n", "2 Net flux R1 GLY -> DHAP 1.000000e-07 0.000100 0 \n", "3 Net flux R2 net F6P <-> G6P 1.345854e+00 11.871773 1.209524 \n", "4 Exch flux R2 exch F6P <-> G6P 1.192970e-07 181.019336 0 \n", "\n", " ub unit free alf \\\n", "0 1.097989 [] 0 0.05 \n", "1 0.000196 [] 0 0.05 \n", "2 0.000196 [] 0 0.05 \n", "3 1.484241 [] 0 0.05 \n", "4 inf [] 1 0.05 \n", "\n", " chi2s cont \\\n", "0 [977.9222383178287, 977.8134131582744, 977.045... 0 \n", "1 [973.9736662532712, 973.9736662532712, 974.741... 0 \n", "2 [973.9736662532712, 973.9736662532712, 974.741... 0 \n", "3 [978.3043971558807, 977.5356371882385, 976.888... 0 \n", "4 [973.9736662532712, 973.9736662532712, 973.970... 0 \n", "\n", " cor \\\n", "0 [1.0, 1.7680563727593792e-06, 1.76805637275937... \n", "1 [2.107727302141344e-06, 1.0, 1.0, -1.739597081... \n", "2 [2.107727302141344e-06, 1.0, 1.0, -1.739597081... \n", "3 [0.005425767117719797, -1.7394281393203833e-05... \n", "4 [2.949294468612045e-14, 5.738918002194418e-13,... \n", "\n", " cov \\\n", "0 [0.002499998198652431, 8.831844977574832e-12, ... \n", "1 [1.0528578768369268e-11, 9.980928930564126e-09... \n", "2 [1.0528578768369268e-11, 9.980928930564126e-09... \n", "3 [0.0032206725517401305, -2.0630395225484932e-0... \n", "4 [2.6693956696769924e-13, 1.0378640492598318e-1... \n", "\n", " vals base \n", "0 [0.9006256173765403, 0.9020039654296124, 0.912... {'id': []} \n", "1 [-4.656612873077393e-10, 9.99999991702083e-08,... {'id': []} \n", "2 [-4.656612873077393e-10, 9.99999991702083e-08,... {'id': []} \n", "3 [1.2011822990399648, 1.214549393854479, 1.2269... {'id': []} \n", "4 [0.0, 1.1929695279932834e-07, 5734.85643425305... {'id': []} " ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "res.fitdata.fitted_parameters.query(\"type.str.contains('flux')\").head()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Now that we have loaded the inca results, we can start inspecting them. The first step is to investigate the diagnostics. Here we want to investigate a few factors:\n", "1. Did the fit pass the Goodness-of-fit test\n", "2. Are the residuals normally distributed\n", "3. Are the any measurements that appears to be outliers" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Fit accepted: False\n", "Confidence level: 0.05\n", "Chi-square value (SSR): 973.9736662532712\n", "Expected chi-square range: [16.79077227 46.97924224]\n" ] } ], "source": [ "res.fitdata.get_goodness_of_fit()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "We see the SSR is larger than the one reported in the paper (498). We can further see if the residuals appear to normally distributed using a shapiro-wilk test." ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Residuals are normally distributed: False on a 0.05 significance level\n" ] } ], "source": [ "res.fitdata.test_normality_of_residuals()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "The test find that the residuals does not appear to be normally distributed, so lets inspect the normal probability plot to see for ourself." ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
\n", "" ], "text/plain": [ "alt.LayerChart(...)" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "visualization.plot_norm_prob(res, interactive=True)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Indeed, there appears to measurements that did not fit very will. We can investigate the interactive plot to find the fragments that fitted the worst and investigate the measured MDVs against the fitted." ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "fragments = [\"fructose_Methionine320_0_0_1\", \"fructose_Histidine338_0_0_1\", \"fructose_Valine260_0_0_1\", \"fructose_Serine362_0_0_1\"]\n", "fig, axes = plt.subplots(2, 2, figsize=(10, 7))\n", "\n", "for frag, ax in zip(fragments, axes.ravel()):\n", " visualization.plot_idv_bar(res, frag, ax=ax)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "It is clear that some of these estimates e.g. Histidine338 M3, fits the data quite poor. There are different ways of handling poor fitting measurements. It this case it it likely that the poor fit arise from mistake that we made when formulating the model or the data. Because this data comes from another research group, we may have missed some important details when reproducing the analysis. \n", "\n", "At the end we will shortly compare the our results the to results in figure 2 in the article. We will consider only the reactions around F6P as this is were the carbon which enters the cells is split between different metabolic pathways." ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "# view_reaction = estimates_from_article['Reactions'].values\n", "fluxes_for_f6p = res.fitdata.fitted_parameters.query(\"type.str.contains('Net flux')\").query(\"eqn.str.contains('F6P')\")[['id', 'type', 'eqn', 'val', 'std', 'lb', 'ub']]" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [], "source": [ "values_from_fig2 = {\n", " 'FRU.ext -> F6P': 1,\n", " 'F6P <-> G6P' : 1,\n", " 'F16P -> F6P' : 1e-6,\n", " 'E4P + X5P <-> F6P + G3P' : -0.008,\n", " 'S7P + G3P <-> E4P + F6P' : 0.04\n", "}\n", "fluxes_for_f6p['literature_value'] = fluxes_for_f6p['eqn'].map(values_from_fig2)" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "errbars = fluxes_for_f6p[['lb', 'ub']].subtract(fluxes_for_f6p['val'], axis=0).abs().T\n", "ax.scatter(x=fluxes_for_f6p['eqn'], y=fluxes_for_f6p['val'], color='black', label='fitted value')\n", "ax.errorbar(x=fluxes_for_f6p['eqn'], y=fluxes_for_f6p['val'], yerr=errbars, color='black', fmt='none', label='95% CI of fitted value')\n", "ax.scatter(x=fluxes_for_f6p['eqn'], y=fluxes_for_f6p['literature_value'], color='red', label='literature value')\n", "ax.legend()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Also, here we see that our analysis does not agree with the literature values. This is expected because our fit is worse than the fit report.\n", "\n", "Even though we were not capable of reproducing the literature reports, we hope that this notebook can serve as a tutorial for how to use the incawrapper analyse data from 13C labelling experiments." ] } ], "metadata": { "kernelspec": { "display_name": "bfair-testing", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.8" }, "orig_nbformat": 4, "vscode": { "interpreter": { "hash": "820c70ec08a0eb018d8ec3c5d089748cbb2d1e243fbedf0a7cbeb7c8948c3b84" } } }, "nbformat": 4, "nbformat_minor": 2 }